{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "54d1d818",
   "metadata": {},
   "source": [
    "<font color=gray size=4> 2022-2023-02 </font> \n",
    "\n",
    "<font color=gray size=4> Python Web crawler</font>\n",
    "\n",
    "<font color=gray size=4> 主讲：许智超 </font>\n",
    "\n",
    "<font color=gray size=4> week09 : 数据实践-liepin-04 </font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06cf5de3",
   "metadata": {},
   "source": [
    "# 猎聘完整实践"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95b19db7",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1a0bc595",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9545a607",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; __uuid=1584720302654.34; __s_bid=a26d8b9a8e1edb54411a7fc5d0d0e86b5c12; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; gr_user_id=cc01cfe9-0ca1-4b46-932e-20f32cb1d137; bad1b2d9162fab1f80dde1897f7a2972_gr_last_sent_cs1=95507c72a8d5ae141a667e00ad0d9493; grwng_uid=3caba278-4f4d-421f-a620-8830838aaf88; bad1b2d9162fab1f80dde1897f7a2972_gr_cs1=95507c72a8d5ae141a667e00ad0d9493; __gc_id=618b12250eb34e66be1370cd7c1b9759; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imId=c5f9b89f8466dffe6882ca1e5431db9c; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; XSRF-TOKEN=0yc5jqIsRu-dHbG5DBHQJA; __tlog=1682055084362.65%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680845196,1682055085; acw_tc=276077c516820550846285137e610835f2f6e96849de49fb72887d08ba5f33; _ga=GA1.1.2100928607.1682055085; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=vu5fM3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhkElyJsULN7j8Ne37yHNM4koUwGqnl4CyvOW92GECSuVcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; inited_user=daf7251f92024e8969feb28b0e9ad34c; imApp_0=1; fe_im_socketSequence_new_0=3_3_3; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682055084.1.1.1682055319.0.0.0; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682055319',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1834d53e",
   "metadata": {},
   "source": [
    "## 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "0c9ad019",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['品牌策划'], 'jobKind': '2', 'salary': '15-25k', 'dq': '广州-白云区', 'title': '产品策划经理', 'refreshTime': '20230419151317', 'jobId': '55992453', 'advViewFlag': False, 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1955992453.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'chatted': False, 'recruiterName': '郑先生', 'recruiterTitle': 'HRM', 'recruiterId': '71e39b9fa38c7913909ac669ef10aa84', 'imId': 'ecb69f58b8af2fa07bed4a56d1662c8b', 'imUserType': '2', 'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'}, 'dataParams': '{\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"recruiterName\":\"郑先生\",\"jobKind\":\"2\",\"jobId\":\"55992453\",\"imId\":\"ecb69f58b8af2fa07bed4a56d1662c8b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2255992453%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '1000-2000人', 'compLogo': '5f30a76e556e7a7b1280cc3006u.png', 'compId': 9660700, 'compName': '嫚熙控股(广州)有限公司', 'compIndustry': '互联网', 'link': 'https://www.liepin.com/company/9660700/'}}, {'job': {'labels': ['产品优化', '二次元在研', '项目管理'], 'jobKind': '2', 'salary': '20-28k·13薪', 'dq': '广州-天河区', 'title': '项目发行PM（二次元） (MJ000855)', 'refreshTime': '20220928174530', 'jobId': '48905275', 'advViewFlag': False, 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1948905275.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'chatted': False, 'recruiterName': '唐女士', 'recruiterTitle': '', 'recruiterId': '69bf0604ae10eb243f03c06e2c7db374', 'imId': '9e5b45289ab5581e337193710fe42056', 'imUserType': '2', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataParams': '{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"jobId\":\"48905275\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2248905275%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '500-999人', 'compStage': '已上市', 'compLogo': '5ff42565bebf7311a41e860005u.png', 'compId': 803274, 'compName': '广州百田', 'compIndustry': '游戏', 'link': 'https://www.liepin.com/company/803274/'}}, {'job': {'labels': [], 'jobKind': '2', 'salary': '8-16k·13薪', 'dq': '广州-天河区', 'title': 'Product Manager', 'refreshTime': '20220215115047', 'jobId': '46626189', 'advViewFlag': False, 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1946626189.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'chatted': False, 'recruiterName': '赖先生', 'recruiterTitle': '人力资源总监', 'recruiterId': 'ffb961ad0561780d685123d92072146b', 'imId': '81d856a45c0e72274ebbef01db417cf0', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"recruiterName\":\"赖先生\",\"jobKind\":\"2\",\"jobId\":\"46626189\",\"imId\":\"81d856a45c0e72274ebbef01db417cf0\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2246626189%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '50-99人', 'compStage': '融资未公开', 'compLogo': '612f1b02303e5d0d667cd9bb06u.png', 'compId': 12912133, 'compName': '贝兰格投资咨询(广州)有限公司', 'compIndustry': '咨询服务', 'link': 'https://www.liepin.com/company/12912133/'}}, {'job': {'labels': [], 'jobKind': '2', 'salary': '薪资面议', 'dq': '广州-天河区', 'title': '数字营销PM', 'refreshTime': '20200728103437', 'jobId': '23154709', 'advViewFlag': False, 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1923154709.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'chatted': False, 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"recruiterName\":\"刘女士\",\"jobKind\":\"2\",\"jobId\":\"23154709\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2223154709%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'comp': {'compScale': '2000-5000人', 'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compIndustry': 'IT服务', 'link': 'https://www.liepin.com/company/6629285/'}}, {'job': {'labels': ['增长产品'], 'jobKind': '2', 'salary': '薪资面议', 'dq': '广州', 'title': '活动PM', 'refreshTime': '20210615114605', 'jobId': '25415919', 'advViewFlag': False, 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1925415919.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=4', 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'chatted': False, 'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368', 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataParams': 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     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "df0093fb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>20230419151317</td>\n",
       "      <td>55992453</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ecb69f58b8af2fa07bed4a56d1662c8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>48905275</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>8-16k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>20220215115047</td>\n",
       "      <td>46626189</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>81d856a45c0e72274ebbef01db417cf0</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>612f1b02303e5d0d667cd9bb06u.png</td>\n",
       "      <td>12912133.0</td>\n",
       "      <td>贝兰格投资咨询(广州)有限公司</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>https://www.liepin.com/company/12912133/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>23154709</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>2</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>31935443</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>游戏</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>1</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230419100536</td>\n",
       "      <td>45422545</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>b46e176196ab3b129941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>600a795d845ac93d96472a1605u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[K12教育, 教育行业, 海外产品, 数据产品, 工具产品]</td>\n",
       "      <td>1</td>\n",
       "      <td>25-40k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>软件产品经理</td>\n",
       "      <td>20230420171516</td>\n",
       "      <td>45486777</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7c05f20f8a23faaa4383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>61bfe8e8d8489c6530a2c4db06u.jpeg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>2</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>广州</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>45175333</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>4e9d98e158ba3d98966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f5af11af6d1ab584752271c08u.png</td>\n",
       "      <td>8014813.0</td>\n",
       "      <td>昆翎医药</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[axure, visio, powerpoint, word, Excel]</td>\n",
       "      <td>2</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>初级产品经理</td>\n",
       "      <td>20211125150437</td>\n",
       "      <td>44331983</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>190ab81a74d5846c2e02023589153cdf</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12931963.0</td>\n",
       "      <td>广州秒音科技有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/12931963/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[包食宿, 五险一金, 晋升空间大, 零食下午茶]</td>\n",
       "      <td>2</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>助理产品经理—食品类</td>\n",
       "      <td>20230302090806</td>\n",
       "      <td>56599317</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>de76dc572f39a56c3a8b4208b41a2597</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>1</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230310103111</td>\n",
       "      <td>44270383</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>35855ca4dea2dc09cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>6108aa0e759ac71c63de418a04u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[原型设计, 需求调研, 产品规划, 需求管理]</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20221128165741</td>\n",
       "      <td>53920663</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1d06e180b0228fe8cc809655362a8e54</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe98c474719df0ac99801b03a.png</td>\n",
       "      <td>8638211.0</td>\n",
       "      <td>思特奇信息技术</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/8638211/</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>2</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>20220919114809</td>\n",
       "      <td>40053971</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>529552300bc2bc6e160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6441ff67c063625b1d3bc6c104u.png</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...</td>\n",
       "      <td>2</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>20230331105047</td>\n",
       "      <td>57448565</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"userId\":\"eb3f01a32fe3a4efb1d6cdf5f43c46d1\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[SaaS产品, to B]</td>\n",
       "      <td>1</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230214193401</td>\n",
       "      <td>43495037</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>494570eaac32e610e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>5fc9d345a77c85575911928607u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[数据产品, 硬件产品]</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20191231090134</td>\n",
       "      <td>25573187</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>93460f56b3f178bb9941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>8955108.0</td>\n",
       "      <td>希沃</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...</td>\n",
       "      <td>2</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>解决方案产品经理 (MJ013260)</td>\n",
       "      <td>20220610154122</td>\n",
       "      <td>50292625</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>ef8545a6e86a01268fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...</td>\n",
       "      <td>2</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>20201117050230</td>\n",
       "      <td>33511317</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7139f803b14f342dd6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>5a1f7a7e703287905956079b05a.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5a1f927370323b4a84a66ab305a.jpg</td>\n",
       "      <td>8510313.0</td>\n",
       "      <td>云米全屋互联网家电</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>https://www.liepin.com/company/8510313/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"userId\":\"b45a783ef6004b8a790041e29c295f70\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[工具产品, 增长产品, to C]</td>\n",
       "      <td>2</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理（组长）</td>\n",
       "      <td>20230106143630</td>\n",
       "      <td>55364021</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>28b0ec5de4d72c71aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>62eb17c74159a47d94f6a09104u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"userId\":\"74016b7595a80ad4be6d389c164c9617\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]</td>\n",
       "      <td>1</td>\n",
       "      <td>40-60k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理/产品负责人(不同层级)</td>\n",
       "      <td>20230321193931</td>\n",
       "      <td>42989417</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>92fd858a0f58c5350e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3bc8dbe6273dcf85e5e08u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>D轮及以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"userId\":\"8fc4003dfc916f929b36b77d06e3d22e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[市场营销]</td>\n",
       "      <td>2</td>\n",
       "      <td>18-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理（凝血）</td>\n",
       "      <td>20230421091558</td>\n",
       "      <td>43431657</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f6c20edff982c499f71bc73f10cbe5b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfe8ee374719d35745a559203a.png</td>\n",
       "      <td>7893643.0</td>\n",
       "      <td>阳普医疗股份</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/7893643/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"userId\":\"7759c81f6b7455dfc03e95eb2e1c0c34\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[零售行业, 数字化, CRM, SCRM]</td>\n",
       "      <td>1</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>高级产品经理（CRM）</td>\n",
       "      <td>20230420093348</td>\n",
       "      <td>44864603</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>314b455ac7f0589fb74cd2e3b8b7dbf6</td>\n",
       "      <td>2</td>\n",
       "      <td>5e81a25837483e328d6b4acb01u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内知名公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[]</td>\n",
       "      <td>1</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>医药高级产品经理</td>\n",
       "      <td>20230413141917</td>\n",
       "      <td>45065379</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>0aad1667c5f575b88868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>62b917fafd62c54346e0081703u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型知名医疗设备公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>1</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230410121650</td>\n",
       "      <td>45135163</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>43c5c96f0ec1531399eeb040770b0b48</td>\n",
       "      <td>2</td>\n",
       "      <td>600e7297448a1b6f7d390d8201u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>1</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>44610575</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>34605b00a080b3ef9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>62183bf27baba65dd5bc963f07u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"userId\":\"6e506516d847dc87c6643c80ebe460c7\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...</td>\n",
       "      <td>1</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>线上零售产品经理</td>\n",
       "      <td>20230417165025</td>\n",
       "      <td>45365317</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2cc9f15764984907062c1b1ee9c7454d</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型专业技术服务公司</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20230403144713</td>\n",
       "      <td>57500617</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2f7be11e9fdb7dad9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>20230403144629</td>\n",
       "      <td>53281701</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2f7be11e9fdb7dad9ccf3dc45f6d7696</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>广东万方建设有限公司广州分公司</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>1</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>高级产品经理（心血管）</td>\n",
       "      <td>20230329124746</td>\n",
       "      <td>44840683</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>2df4f75a3a35e5400504bb65d1d778f2</td>\n",
       "      <td>2</td>\n",
       "      <td>62e0979c08bee4201e5c8e8905u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"e09ee2a8ea68adcf7e560b67bbc66f71\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[汽车行业, 智能座舱, 车联网]</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230325222632</td>\n",
       "      <td>57002441</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>f71bb255c500fb869d19d059892ca5e1</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61a8328708dd5638aa9ca74806u.png</td>\n",
       "      <td>12518807.0</td>\n",
       "      <td>星河智联</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>https://www.liepin.com/company/12518807/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[海外, 手游, 电商]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>20221111104746</td>\n",
       "      <td>53827269</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>38c3a95e68cbd430dd13b2a70973f04a</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5faa454b1fcf636a62fa72b406u.png</td>\n",
       "      <td>12454465.0</td>\n",
       "      <td>上海丰凡文化传媒有限公司</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>https://www.liepin.com/company/12454465/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[金融产品, to B, to C]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20230411085415</td>\n",
       "      <td>57680185</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>31c9566b499960f3f19be04c8fd8e210</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>2</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>20230406115341</td>\n",
       "      <td>57565197</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>4acca2cffc6204f40e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 数据分析, 交互...</td>\n",
       "      <td>2</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>57730045</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>26287541b217d9a2ad8732728d6065d6</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5d1ea8a63ee8b11dd4aa762703u.png</td>\n",
       "      <td>170110.0</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/170110/</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"userId\":\"875ec2c317791511ec2f324f0d91531a\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[工具产品, 产品设计, Axure, 需求调研, 市场调研]</td>\n",
       "      <td>2</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20230331094602</td>\n",
       "      <td>55831037</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>07e5cad14c4c4814ae346a0da086e4d3</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>624d42f8fc5aba59488d8a1a05u.png</td>\n",
       "      <td>13181035.0</td>\n",
       "      <td>广州加之科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/13181035/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...</td>\n",
       "      <td>2</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20220413101034</td>\n",
       "      <td>48862553</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>99c9294d84c822201806a0cca0964ad2</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...</td>\n",
       "      <td>2</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>57115027</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1c9b135d99b67a4355a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>62df69adaa0cc2454789187401u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"userId\":\"0550448bc57129e0065e2cede573bc20\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[海外产品, 硬件产品, 数据产品, 计算机软件, 智能硬件, 团队管理, 产品规划, 竞品...</td>\n",
       "      <td>1</td>\n",
       "      <td>25-50k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>软件产品经理（海外）</td>\n",
       "      <td>20230411135258</td>\n",
       "      <td>45184165</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>715b474446a8e8b603c3833c24d21b54</td>\n",
       "      <td>2</td>\n",
       "      <td>62d4b50f8604e32a3078ec5a02u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>[工具产品]</td>\n",
       "      <td>1</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>广州</td>\n",
       "      <td>家居-产品经理</td>\n",
       "      <td>20230323102615</td>\n",
       "      <td>44668403</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>42164ef1272ab5736e8893c9219f7e03</td>\n",
       "      <td>2</td>\n",
       "      <td>6408280fb792580455b2e08001u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电子商务公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td></td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"71e39b9fa38c7913909ac669ef10aa84\",\"...   \n",
       "1   {\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"...   \n",
       "2   {\"userId\":\"ffb961ad0561780d685123d92072146b\",\"...   \n",
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       "5   {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       "6   {\"userId\":\"0fa2d60e2668081853ee69faf212d0bc\",\"...   \n",
       "7   {\"userId\":\"1bb6c055b07f554dbce99e0b13d1f3a4\",\"...   \n",
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       "9   {\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...   \n",
       "10  {\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...   \n",
       "11  {\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...   \n",
       "12  {\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...   \n",
       "13  {\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...   \n",
       "14  {\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...   \n",
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       "16  {\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...   \n",
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       "18  {\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...   \n",
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       "22  {\"userId\":\"7759c81f6b7455dfc03e95eb2e1c0c34\",\"...   \n",
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       "24  {\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...   \n",
       "25  {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...   \n",
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       "27  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "28  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "29  {\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...   \n",
       "30  {\"userId\":\"e09ee2a8ea68adcf7e560b67bbc66f71\",\"...   \n",
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       "39  {\"userId\":\"0dfca8bd388cf67f1995baa6429364e4\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
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       "14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           job.labels job.jobKind  job.salary  \\\n",
       "0                                              [品牌策划]           2      15-25k   \n",
       "1                                 [产品优化, 二次元在研, 项目管理]           2  20-28k·13薪   \n",
       "2                                                  []           2   8-16k·13薪   \n",
       "3                                                  []           2        薪资面议   \n",
       "4                                              [增长产品]           2        薪资面议   \n",
       "5                                              [数据分析]           2  15-30k·13薪   \n",
       "6   [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1  15-30k·15薪   \n",
       "7                     [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]           1      25-40k   \n",
       "8                         [临床试验, 临床项目管理, GCP认证, CE认证]           2      25-45k   \n",
       "9             [axure, visio, powerpoint, word, Excel]           2       5-10k   \n",
       "10                          [包食宿, 五险一金, 晋升空间大, 零食下午茶]           2       7-13k   \n",
       "11                                             [需求分析]           1  20-40k·13薪   \n",
       "12                           [原型设计, 需求调研, 产品规划, 需求管理]           2      15-25k   \n",
       "13                                             [数据分析]           2      16-20k   \n",
       "14  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...           2       9-20k   \n",
       "15                                     [SaaS产品, to B]           1      20-25k   \n",
       "16                                       [数据产品, 硬件产品]           2  15-30k·13薪   \n",
       "17  [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...           2  18-25k·14薪   \n",
       "18  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...           2      20-30k   \n",
       "19                                 [工具产品, 增长产品, to C]           2      25-30k   \n",
       "20                  [计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]           1  40-60k·14薪   \n",
       "21                                             [市场营销]           2  18-40k·15薪   \n",
       "22                             [零售行业, 数字化, CRM, SCRM]           1  30-45k·14薪   \n",
       "23                                                 []           1      28-35k   \n",
       "24                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]           1      20-40k   \n",
       "25                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]           1  15-30k·16薪   \n",
       "26  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...           1      20-35k   \n",
       "27                                   [CRM, 新零售, 电子商务]           2  20-25k·13薪   \n",
       "28                                   [CRM, 新零售, 电子商务]           2  20-25k·13薪   \n",
       "29                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]           1  15-20k·13薪   \n",
       "30                                  [汽车行业, 智能座舱, 车联网]           2  15-25k·15薪   \n",
       "31                                       [海外, 手游, 电商]           2      20-40k   \n",
       "32                                 [金融产品, to B, to C]           2      20-35k   \n",
       "33              [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]           2      20-40k   \n",
       "34  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 数据分析, 交互...           2  16-25k·13薪   \n",
       "35                    [工具产品, 产品设计, Axure, 需求调研, 市场调研]           2  12-20k·13薪   \n",
       "36  [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...           2      30-40k   \n",
       "37  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...           2      25-35k   \n",
       "38  [海外产品, 硬件产品, 数据产品, 计算机软件, 智能硬件, 团队管理, 产品规划, 竞品...           1  25-50k·13薪   \n",
       "39                                             [工具产品]           1      15-24k   \n",
       "\n",
       "    job.dq               job.title job.refreshTime job.jobId  job.advViewFlag  \\\n",
       "0   广州-白云区                  产品策划经理  20230419151317  55992453            False   \n",
       "1   广州-天河区  项目发行PM（二次元） (MJ000855)  20220928174530  48905275            False   \n",
       "2   广州-天河区         Product Manager  20220215115047  46626189            False   \n",
       "3   广州-天河区                  数字营销PM  20200728103437  23154709            False   \n",
       "4       广州                    活动PM  20210615114605  25415919            False   \n",
       "5   广州-海珠区                    游戏PM  20200921191755  31935443            False   \n",
       "6       广州                    产品经理  20230419100536  45422545            False   \n",
       "7   广州-黄埔区                  软件产品经理  20230420171516  45486777            False   \n",
       "8       广州              临床试验项目经理PM  20221024180150  45175333            False   \n",
       "9       广州                  初级产品经理  20211125150437  44331983            False   \n",
       "10  广州-南沙区              助理产品经理—食品类  20230302090806  56599317            False   \n",
       "11      广州                    产品经理  20230310103111  44270383            False   \n",
       "12  广州-天河区                    产品经理  20221128165741  53920663            False   \n",
       "13      广州                  助理产品经理  20220919114809  40053971            False   \n",
       "14  广州-南沙区     产品经理（高级产品经理&资深产品经理）  20230331105047  57448565            False   \n",
       "15      广州                    产品经理  20230214193401  43495037            False   \n",
       "16      广州                    产品经理  20191231090134  25573187            False   \n",
       "17  广州-白云区     解决方案产品经理 (MJ013260)  20220610154122  50292625            False   \n",
       "18      广州                  AI产品经理  20201117050230  33511317            False   \n",
       "19  广州-天河区                产品经理（组长）  20230106143630  55364021            False   \n",
       "20      广州        产品经理/产品负责人(不同层级)  20230321193931  42989417            False   \n",
       "21      广州                产品经理（凝血）  20230421091558  43431657            False   \n",
       "22      广州             高级产品经理（CRM）  20230420093348  44864603            False   \n",
       "23      广州                医药高级产品经理  20230413141917  45065379            False   \n",
       "24      广州                    产品经理  20230410121650  45135163            False   \n",
       "25      广州                    产品经理  20230321173412  44610575            False   \n",
       "26      广州                线上零售产品经理  20230417165025  45365317            False   \n",
       "27  广州-天河区                  高级产品经理  20230403144713  57500617            False   \n",
       "28  广州-天河区                 CRM产品经理  20230403144629  53281701            False   \n",
       "29      广州             高级产品经理（心血管）  20230329124746  44840683            False   \n",
       "30  广州-海珠区                    产品经理  20230325222632  57002441            False   \n",
       "31  广州-天河区                  资深产品经理  20221111104746  53827269            False   \n",
       "32  广州-天河区                  高级产品经理  20230411085415  57680185            False   \n",
       "33  广州-天河区                数字化产品经理岗  20230406115341  57565197            False   \n",
       "34      广州                 CRM产品经理  20230412105004  57730045            False   \n",
       "35  广州-天河区                    产品经理  20230331094602  55831037            False   \n",
       "36      广州                    产品经理  20220413101034  48862553            False   \n",
       "37  广州-天河区              研究所数字化产品经理  20230320152604  57115027            False   \n",
       "38  广州-黄埔区              软件产品经理（海外）  20230411135258  45184165            False   \n",
       "39      广州                 家居-产品经理  20230323102615  44668403            False   \n",
       "\n",
       "    ...                    recruiter.imId recruiter.imUserType  \\\n",
       "0   ...  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       "1   ...  9e5b45289ab5581e337193710fe42056                    2   \n",
       "2   ...  81d856a45c0e72274ebbef01db417cf0                    2   \n",
       "3   ...  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "4   ...  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       "5   ...  d458df6acc9507089941166e65ebdb6f                    2   \n",
       "6   ...  b46e176196ab3b129941166e65ebdb6f                    2   \n",
       "7   ...  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       "8   ...  4e9d98e158ba3d98966d2c65245014c5                    2   \n",
       "9   ...  190ab81a74d5846c2e02023589153cdf                    2   \n",
       "10  ...  de76dc572f39a56c3a8b4208b41a2597                    2   \n",
       "11  ...  35855ca4dea2dc09cc809655362a8e54                    2   \n",
       "12  ...  1d06e180b0228fe8cc809655362a8e54                    2   \n",
       "13  ...  529552300bc2bc6e160bef405ccde8ba                    2   \n",
       "14  ...  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       "15  ...  494570eaac32e610e4cd5c055e1e05ce                    2   \n",
       "16  ...  93460f56b3f178bb9941166e65ebdb6f                    2   \n",
       "17  ...  ef8545a6e86a01268fa263ed17de85b1                    2   \n",
       "18  ...  7139f803b14f342dd6a9d1214a39013b                    2   \n",
       "19  ...  28b0ec5de4d72c71aa6795a3148228ff                    2   \n",
       "20  ...  92fd858a0f58c5350e33f8ac54fbf39e                    2   \n",
       "21  ...  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       "22  ...  314b455ac7f0589fb74cd2e3b8b7dbf6                    2   \n",
       "23  ...  0aad1667c5f575b88868111a467b66bb                    2   \n",
       "24  ...  43c5c96f0ec1531399eeb040770b0b48                    2   \n",
       "25  ...  34605b00a080b3ef9ccf3dc45f6d7696                    2   \n",
       "26  ...  2cc9f15764984907062c1b1ee9c7454d                    2   \n",
       "27  ...  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2   \n",
       "28  ...  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2   \n",
       "29  ...  2df4f75a3a35e5400504bb65d1d778f2                    2   \n",
       "30  ...  f71bb255c500fb869d19d059892ca5e1                    2   \n",
       "31  ...  38c3a95e68cbd430dd13b2a70973f04a                    2   \n",
       "32  ...  31c9566b499960f3f19be04c8fd8e210                    2   \n",
       "33  ...  4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       "34  ...  26287541b217d9a2ad8732728d6065d6                    2   \n",
       "35  ...  07e5cad14c4c4814ae346a0da086e4d3                    2   \n",
       "36  ...  99c9294d84c822201806a0cca0964ad2                    2   \n",
       "37  ...  1c9b135d99b67a4355a0b6511a508218                    2   \n",
       "38  ...  715b474446a8e8b603c3833c24d21b54                    2   \n",
       "39  ...  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compScale  \\\n",
       "0    5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       "2    5f8f986bdfb13a7dee342f2108u.jpg         50-99人   \n",
       "3    5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       "5    62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       "6    600a795d845ac93d96472a1605u.png       100-499人   \n",
       "7   61bfe8e8d8489c6530a2c4db06u.jpeg    5000-10000人   \n",
       "8    5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       "9    5f8f986779c7cc70efbf36c008u.jpg         50-99人   \n",
       "10   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       "11   6108aa0e759ac71c63de418a04u.jpg    5000-10000人   \n",
       "12   5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       "13   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       "14   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       "15   5fc9d345a77c85575911928607u.png     1000-2000人   \n",
       "16   5f8f986779c7cc70efbf36c008u.jpg     2000-5000人   \n",
       "17   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       "18   5a1f7a7e703287905956079b05a.jpg     1000-2000人   \n",
       "19   62eb17c74159a47d94f6a09104u.png       100-499人   \n",
       "20   5f8fa3bc8dbe6273dcf85e5e08u.png       100-499人   \n",
       "21   5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       "22   5e81a25837483e328d6b4acb01u.jpg    5000-10000人   \n",
       "23   62b917fafd62c54346e0081703u.jpg       500-999人   \n",
       "24   600e7297448a1b6f7d390d8201u.jpg       500-999人   \n",
       "25   62183bf27baba65dd5bc963f07u.png       500-999人   \n",
       "26   5f8fa3a78dbe6273dcf85e2608u.png    5000-10000人   \n",
       "27   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       "28   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       "29   62e0979c08bee4201e5c8e8905u.jpg       500-999人   \n",
       "30   5f8f986c79c7cc70efbf36c808u.jpg       100-499人   \n",
       "31   5f8f986bdfb13a7dee342f2108u.jpg       100-499人   \n",
       "32   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       "33   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       "34   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       "35   5f8f9863f6d1ab58476f246a08u.jpg         50-99人   \n",
       "36   5f8f986c79c7cc70efbf36c808u.jpg    5000-10000人   \n",
       "37   62df69adaa0cc2454789187401u.png    5000-10000人   \n",
       "38   62d4b50f8604e32a3078ec5a02u.png    5000-10000人   \n",
       "39   6408280fb792580455b2e08001u.png       100-499人   \n",
       "\n",
       "                      comp.compLogo comp.compId    comp.compName  \\\n",
       "0   5f30a76e556e7a7b1280cc3006u.png   9660700.0     嫚熙控股(广州)有限公司   \n",
       "1   5ff42565bebf7311a41e860005u.png    803274.0             广州百田   \n",
       "2   612f1b02303e5d0d667cd9bb06u.png  12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       "3   5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       "4   5bfea15d74719d2aa34c24f803a.png   6629285.0        恩梯梯数据(中国)   \n",
       "5   616e7903bbe0bb0ec5705fe401u.png   8307104.0     英雄互娱科技股份有限公司   \n",
       "6   60e2fe0bf3df194a3c48adb502u.png         NaN            某知名公司   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png         NaN     某广州计算机软件上市公司   \n",
       "8   5f5af11af6d1ab584752271c08u.png   8014813.0             昆翎医药   \n",
       "9   61b07937d0458d53c627567e02u.jpg  12931963.0       广州秒音科技有限公司   \n",
       "10  61b07937d0458d53c627567e02u.jpg  13103111.0       广州奥昆食品有限公司   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png         NaN       某广州大型互联网公司   \n",
       "12  5bfe98c474719df0ac99801b03a.png   8638211.0          思特奇信息技术   \n",
       "13  6441ff67c063625b1d3bc6c104u.png  12568645.0     江苏知原药业股份有限公司   \n",
       "14  61b07937d0458d53c627567e02u.jpg  13103111.0       广州奥昆食品有限公司   \n",
       "15  60e2fe0bf3df194a3c48adb502u.png         NaN       某广州大型互联网公司   \n",
       "16  5948f6cf70320c7ee1a312fc04a.jpg   8955108.0               希沃   \n",
       "17  5bfe954674719dc6ed7416af03a.png    693385.0              广联达   \n",
       "18  5a1f927370323b4a84a66ab305a.jpg   8510313.0        云米全屋互联网家电   \n",
       "19  60af42bdd7e0220766018e7304u.png   9886227.0             丹霄技术   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png         NaN       某广州计算机软件公司   \n",
       "21  5bfe8ee374719d35745a559203a.png   7893643.0           阳普医疗股份   \n",
       "22  60e2fe0bf3df194a3c48adb502u.png         NaN          某国内知名公司   \n",
       "23  60e2fe0bf3df194a3c48adb502u.png         NaN      某大型知名医疗设备公司   \n",
       "24  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗器械上市公司   \n",
       "25  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗器械上市公司   \n",
       "26  60e2fe0bf3df194a3c48adb502u.png         NaN    某国内大型专业技术服务公司   \n",
       "27  5d26aa823fa7ce27b2b2a75802u.jpg  10016817.0  广东万方建设有限公司广州分公司   \n",
       "28  5d26aa823fa7ce27b2b2a75802u.jpg  10016817.0  广东万方建设有限公司广州分公司   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州医疗设备上市公司   \n",
       "30  61a8328708dd5638aa9ca74806u.png  12518807.0             星河智联   \n",
       "31  5faa454b1fcf636a62fa72b406u.png  12454465.0     上海丰凡文化传媒有限公司   \n",
       "32  5bfea33774719d2aa34c7eb903a.png   1421537.0             广发证券   \n",
       "33  61b07937d0458d53c627567e02u.jpg   8136395.0   广州越秀金融控股集团有限公司   \n",
       "34  5d1ea8a63ee8b11dd4aa762703u.png    170110.0             赛意信息   \n",
       "35  624d42f8fc5aba59488d8a1a05u.png  13181035.0       广州加之科技有限公司   \n",
       "36  5bfea33774719d2aa34c7eb903a.png   1421537.0             广发证券   \n",
       "37  5bfea33774719d2aa34c7eb903a.png   1421537.0             广发证券   \n",
       "38  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州计算机软件上市公司   \n",
       "39  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州电子商务公司   \n",
       "\n",
       "    comp.compIndustry                                 comp.link comp.compStage  \n",
       "0                 互联网   https://www.liepin.com/company/9660700/            NaN  \n",
       "1                  游戏    https://www.liepin.com/company/803274/            已上市  \n",
       "2                咨询服务  https://www.liepin.com/company/12912133/          融资未公开  \n",
       "3                IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       "4                IT服务   https://www.liepin.com/company/6629285/            NaN  \n",
       "5                  游戏   https://www.liepin.com/company/8307104/          科创板上市  \n",
       "6                IT服务                                                      NaN  \n",
       "7               计算机软件                                                      已上市  \n",
       "8                  制药   https://www.liepin.com/company/8014813/            NaN  \n",
       "9                培训服务  https://www.liepin.com/company/12931963/            NaN  \n",
       "10           食品/饮料/酒水  https://www.liepin.com/company/13103111/            NaN  \n",
       "11                互联网                                                    融资未公开  \n",
       "12               IT服务   https://www.liepin.com/company/8638211/          创业板上市  \n",
       "13                 制药  https://www.liepin.com/company/12568645/             D轮  \n",
       "14           食品/饮料/酒水  https://www.liepin.com/company/13103111/            NaN  \n",
       "15                互联网                                                    融资未公开  \n",
       "16                互联网   https://www.liepin.com/company/8955108/           战略投资  \n",
       "17                互联网    https://www.liepin.com/company/693385/            已上市  \n",
       "18               智能硬件   https://www.liepin.com/company/8510313/           美股上市  \n",
       "19               电子商务   https://www.liepin.com/company/9886227/            NaN  \n",
       "20              计算机软件                                                    D轮及以上  \n",
       "21               医疗器械   https://www.liepin.com/company/7893643/         沪深A股上市  \n",
       "22             专业技术服务                                                    融资未公开  \n",
       "23               医疗器械                                                      已上市  \n",
       "24               医疗器械                                                      已上市  \n",
       "25               医疗器械                                                      已上市  \n",
       "26             专业技术服务                                                    融资未公开  \n",
       "27               工程施工  https://www.liepin.com/company/10016817/            NaN  \n",
       "28               工程施工  https://www.liepin.com/company/10016817/            NaN  \n",
       "29               医疗器械                                                      已上市  \n",
       "30               人工智能  https://www.liepin.com/company/12518807/            NaN  \n",
       "31           广告/公关/会展  https://www.liepin.com/company/12454465/             其他  \n",
       "32           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市  \n",
       "33           基金/证券/期货   https://www.liepin.com/company/8136395/            NaN  \n",
       "34              计算机软件    https://www.liepin.com/company/170110/          创业板上市  \n",
       "35              计算机软件  https://www.liepin.com/company/13181035/          融资未公开  \n",
       "36           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市  \n",
       "37           基金/证券/期货   https://www.liepin.com/company/1421537/            已上市  \n",
       "38              计算机软件                                                      已上市  \n",
       "39               电子商务                                                       其他  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78bf26d3",
   "metadata": {},
   "source": [
    "## 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "49b3330b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c769eb5",
   "metadata": {},
   "source": [
    "### 创建payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a3e5317b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90a3dd55",
   "metadata": {},
   "source": [
    "### 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "66e6903a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams     comp.compName  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...              京邦集团   \n",
       " 1   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...             中数通信息   \n",
       " 2   {\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...      某广州大型机械/设备公司   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...    广州市新目标电子商务有限公司   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...           西门子医疗系统   \n",
       " 9   {\"jobId\":\"58002363\",\"userId\":\"e478580dede58f33...        广州愚记贸易有限公司   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 11  {\"jobId\":\"45379571\",\"userId\":\"9780c99335300299...             某知名公司   \n",
       " 12  {\"jobId\":\"45380041\",\"userId\":\"7660709be664be56...        某广州贸易进出口公司   \n",
       " 13  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   某国内大型食品/饮料/日化公司   \n",
       " 14  {\"jobId\":\"56781907\",\"userId\":\"8fc4003dfc916f92...            阳普医疗股份   \n",
       " 15  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...        文远知行WeRide   \n",
       " 16  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...          广州宝洁有限公司   \n",
       " 17  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...       某上海大型医疗器械公司   \n",
       " 18  {\"jobId\":\"57889105\",\"userId\":\"a80eba34f864ad29...             广州众有米   \n",
       " 19  {\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...              3M中国   \n",
       " 20  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...               丹纳赫   \n",
       " 21  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...              康方生物   \n",
       " 22  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   某广州大型食品/饮料/酒水公司   \n",
       " 23  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...      索恩照明(广州)有限公司   \n",
       " 24  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...      某广州电气机械/器材公司   \n",
       " 25  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...         某国内大型日化公司   \n",
       " 26  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...          某广州互联网公司   \n",
       " 27  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...      即能科技(广州)有限公司   \n",
       " 28  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...              润建股份   \n",
       " 29  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...              汇丰软件   \n",
       " 30  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...     广东环凯微生物科技有限公司   \n",
       " 31  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...             斯凯奇中国   \n",
       " 32  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...             斯凯奇中国   \n",
       " 33  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...          广州宝洁有限公司   \n",
       " 34  {\"jobId\":\"45253831\",\"userId\":\"a94c79b32e2ac4b0...         某广州IT服务公司   \n",
       " 35  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...    上海汉得信息技术股份有限公司   \n",
       " 36  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...        某国内大型快消品公司   \n",
       " 37  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...     广东环凯微生物科技有限公司   \n",
       " 38  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...         某广州IT服务公司   \n",
       " 39  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compIndustry  comp.compId                    comp.compLogo  \\\n",
       " 0        电子/半导体/集成电路    9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1           运营商/增值服务    1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 2        电力/热力/燃气/水务   13307101.0  6340de1e5f464d5d08fe1c8708u.png   \n",
       " 3             贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 4               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 5               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 6              机械/设备          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7               IT服务   13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 8               医疗器械    8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9              批发/零售    9720899.0  62946d5979452e421251b7f707u.png   \n",
       " 10            贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 11            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14              医疗器械    7893643.0  5bfe8ee374719d35745a559203a.png   \n",
       " 15              人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 16                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 17              医疗器械          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18                日化   13507215.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 19                化工    7864451.0  5bfe910574719d35745abfa303a.png   \n",
       " 20              医疗器械    8506529.0  5952237b7032381b6822192505a.jpg   \n",
       " 21                制药    8275623.0  5bfe916674719d35745ad29703a.png   \n",
       " 22          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23              仪器仪表   12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       " 24           电气机械/器材          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26               互联网          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27            专业技术服务    9283329.0  59dc78457832e11b880f044c05a.png   \n",
       " 28              通信设备    7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       " 29             计算机软件    2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       " 30                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 31          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 32          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 33                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 34              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35               互联网    8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 36                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 38              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 39          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0        100-499人   https://www.liepin.com/company/9730786/   \n",
       " 1      1000-2000人   https://www.liepin.com/company/1103040/   \n",
       " 2        100-499人  https://www.liepin.com/company/13307101/   \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/   \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 6        500-999人                                             \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/   \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/   \n",
       " 9          50-99人   https://www.liepin.com/company/9720899/   \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 11         50-99人                                             \n",
       " 12         50-99人                                             \n",
       " 13     2000-5000人                                             \n",
       " 14       500-999人   https://www.liepin.com/company/7893643/   \n",
       " 15       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 16       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 17       10000人以上                                             \n",
       " 18          1-49人  https://www.liepin.com/company/13507215/   \n",
       " 19       10000人以上   https://www.liepin.com/company/7864451/   \n",
       " 20    5000-10000人   https://www.liepin.com/company/8506529/   \n",
       " 21     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 22       10000人以上                                             \n",
       " 23       100-499人  https://www.liepin.com/company/12773635/   \n",
       " 24          1-49人                                             \n",
       " 25     2000-5000人                                             \n",
       " 26                                                            \n",
       " 27          1-49人   https://www.liepin.com/company/9283329/   \n",
       " 28    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 29     2000-5000人   https://www.liepin.com/company/2664546/   \n",
       " 30       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 31     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 32     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 33       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 34       100-499人                                             \n",
       " 35       10000人以上   https://www.liepin.com/company/8361671/   \n",
       " 36     2000-5000人                                             \n",
       " 37       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 38       100-499人                                             \n",
       " 39    5000-10000人                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 8                                                  []   \n",
       " 9                                  [产品开发, 产品规划, 产品运营]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                                 []   \n",
       " 12                                        [化妆品, to B]   \n",
       " 13                                           [web端产品]   \n",
       " 14                                                 []   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 16                                  [to C, 电子商务, 消费品]   \n",
       " 17                                                 []   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       " 19                                             [牙齿正畸]   \n",
       " 20                                                 []   \n",
       " 21                                             [泌尿外科]   \n",
       " 22                                             [to C]   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                   [化妆品, 消费品, 产品开发]   \n",
       " 26                                             [软件开发]   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " 29                                                 []   \n",
       " 30                                                 []   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]   \n",
       " 32                                                 []   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  ...  job.requireEduLevel  \\\n",
       " 0                                         产品经理助理  ...                   大专   \n",
       " 1                                    产品经理-电信信息化部  ...                 统招本科   \n",
       " 2                                   产品经理（光伏智慧运维）  ...                 统招本科   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  ...                   硕士   \n",
       " 4                                   自动驾驶产品经理（PM）  ...                 统招本科   \n",
       " 5                                 自动驾驶工具产品经理（PM）  ...                 统招本科   \n",
       " 6                           产品经理/Product Manager  ...                 统招本科   \n",
       " 7                            产品经理Product Manager  ...                   本科   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州  ...                   本科   \n",
       " 9                                         电商产品经理  ...                   大专   \n",
       " 10                             助理产品经理（化妆品原料）/APM  ...                   本科   \n",
       " 11                                     化妆品原料产品经理  ...                 统招本科   \n",
       " 12                                          产品经理  ...                 统招本科   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  ...                 统招本科   \n",
       " 14                                    心血管产品线-总经理  ...                   硕士   \n",
       " 15                                  自动驾驶（硬件）产品经理  ...                   本科   \n",
       " 16                                      eWMS产品经理  ...                 统招本科   \n",
       " 17                                     产品销售经理-广州  ...                 学历不限   \n",
       " 18                                       护肤品产品经理  ...                   本科   \n",
       " 19                                  客户经理--齿科正畸产品  ...                 统招本科   \n",
       " 20                    Automation Product Manager  ...                   本科   \n",
       " 21                                        医药产品经理  ...                   硕士   \n",
       " 22                          eWMS Product Manager  ...                 学历不限   \n",
       " 23                                        助理产品经理  ...                 统招本科   \n",
       " 24                                        硬件产品经理  ...                本科及以上   \n",
       " 25  Assistant Product Manager / Product Manager   ...                本科及以上   \n",
       " 26                                          产品经理  ...                 统招本科   \n",
       " 27                                          产品经理  ...                   硕士   \n",
       " 28                                 产品经理（企业数字化转型）  ...                   本科   \n",
       " 29                                        数码产品经理  ...                   本科   \n",
       " 30                                  产品经理（工业消洗产品）  ...                   硕士   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  ...                   本科   \n",
       " 32                             产品经理-产品企划(J13606)  ...                   本科   \n",
       " 33                          eWMS Product Manager  ...                 统招本科   \n",
       " 34                                          产品经理  ...                 统招本科   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)  ...                   本科   \n",
       " 36                              Product Manager   ...                本科及以上   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  ...                   硕士   \n",
       " 38                                          产品经理  ...                 统招本科   \n",
       " 39                               Product Manager  ...                 统招本科   \n",
       " \n",
       "    job.requireWorkYears             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0                  1-3年  c8d145acb0a3162c59941f318d428c38             False   \n",
       " 1                  3-5年  871518775391643a04bdffecc9c81011             False   \n",
       " 2                 10年以上  5d06cc8392806c6f2a078796e1b49e8f             False   \n",
       " 3                  3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 4                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 5                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 6                 5-10年  1ddf52f28236620a73d520f2e8bd293b             False   \n",
       " 7                  3-5年  74207202b9a1882cbe061eb681f898fc             False   \n",
       " 8                 5-10年  f08748e81b3b0757d734fc6b171fa589             False   \n",
       " 9                  1-3年  e478580dede58f33b410edb79f6d12d0             False   \n",
       " 10                 3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 11                 3-5年  9780c9933530029971f2c48a1f2fc365             False   \n",
       " 12                 3-5年  7660709be664be56c32a8aef2aff706d             False   \n",
       " 13                5-10年  ef813c13d17ddf72662825202deeb056             False   \n",
       " 14                5-10年  8fc4003dfc916f929b36b77d06e3d22e             False   \n",
       " 15                 经验不限  1147dd557533b4567e1472c76bc04ebd             False   \n",
       " 16                 经验不限  f7de5de3cbf7fd89b9bfda7f445931e2             False   \n",
       " 17                 3-5年  b61494f006ea807945c2c8b358b10fa1             False   \n",
       " 18                 3-5年  a80eba34f864ad297e81914aa7340a4e             False   \n",
       " 19                 1-3年  f51c1d2e9c63ee702eb20f824463cbc5             False   \n",
       " 20                5-10年  57a52ed73fed146b4c632be0178bfd3f             False   \n",
       " 21                 1-3年  22ab2b1a88769c3259935c280d474240             False   \n",
       " 22                 经验不限  ec2448066ad5cdf94f25083a3243b675             False   \n",
       " 23                5-10年  09129a3bc6f13614e4e32c50af3d5f75             False   \n",
       " 24                5-10年  1d96d00cfe919fa26a1adf5987777a35             False   \n",
       " 25                5-10年  375a1dfe17607510a0693c119d820cfb             False   \n",
       " 26                10年以上  4df980208f61abaa845b1031e141f2ce             False   \n",
       " 27                5-10年  8d90c26ed477481c5bfe988e1b72f121             False   \n",
       " 28                 3-5年  ed79e9abb562c2c2e3f3af8aab9ad0d7             False   \n",
       " 29                 3-5年  80a35acbf6b5573c5c8cd7b9f6ba8101             False   \n",
       " 30                 3-5年  7f371db882206fccd2bdf1809a52d3e6             False   \n",
       " 31                 3-5年  3466dbf14ff3a1923d3d8a2c8cd5b370             False   \n",
       " 32                5-10年  308332da68f592edf82050c4b8bff969             False   \n",
       " 33                5-10年  cd24cb737616cf6b537f73a32e6c2ba3             False   \n",
       " 34                10年以上  a94c79b32e2ac4b0b0a633f2b1b00a0c             False   \n",
       " 35                 3-5年  77ca96ebd1c0d4c9b55b81912526b943             False   \n",
       " 36                 1-3年  47227c6fbfcd952686963be95b15422d             False   \n",
       " 37                 3-5年  0f80a6460fa3a5f3c33c5fd0dac95307             False   \n",
       " 38                5-10年  8fc7562cc0d10f9479c452c56622eaa4             False   \n",
       " 39                5-10年  7829c0aa95f568cada116b3e040ec67e             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " 1   180268114ec479913eaad1f295204b5b                    2   \n",
       " 2   a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 5   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 6   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 7   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 8   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 9   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 10  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 11  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 12  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 13  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 14  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 15  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 16  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 17  985c18edc2b4008b04612e645251413c                    2   \n",
       " 18  cafe4611fc9515e7c93dddf05a795d5c                    2   \n",
       " 19  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       " 20  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 21  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 22  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 23  ef271aa98fbd8615613a615479ad0f1e                    2   \n",
       " 24  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 25  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 26  6576d39ac3d6a469337193710fe42056                    2   \n",
       " 27  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 28  beff7093463e459a613348042573671f                    2   \n",
       " 29  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 30  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 31  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 32  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 33  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 34  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 35  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 36  9cfdabc8878349689809d03804875792                    2   \n",
       " 37  767685575712890413dd84912f51618a                    2   \n",
       " 38  3a5b505a337c783db090656a5246961f                    2   \n",
       " 39  50fe96bee43de82980764db4dc5d059d                    2   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       杜先生                                 \n",
       " 1                       陈女士                                 \n",
       " 2                       简先生                        人力资源经理   \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       刘女士                          人事经理   \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      陈女士                          猎头顾问   \n",
       " 12                      朱女士                          猎头顾问   \n",
       " 13                      曾女士                          猎头顾问   \n",
       " 14                      刘先生                          招聘管理   \n",
       " 15                      程先生                          招聘专家   \n",
       " 16                      冯先生                     Recruiter   \n",
       " 17                      陈女士                          猎头顾问   \n",
       " 18                      周女士                            人事   \n",
       " 19                      徐女士            recruiting manager   \n",
       " 20                      王女士                        人力资源专员   \n",
       " 21                      刘先生                    高级医学信息沟通专员   \n",
       " 22                      林先生                          猎头顾问   \n",
       " 23                      黄女士                          招聘经理   \n",
       " 24                      唐女士                          猎头顾问   \n",
       " 25                      宋女士                          猎头顾问   \n",
       " 26                      邓先生                          猎头顾问   \n",
       " 27                Keli Tang                          HRBP   \n",
       " 28                      黎先生                          招聘主管   \n",
       " 29                      张先生                           112   \n",
       " 30                      陈女士                            HR   \n",
       " 31                      陈先生                                 \n",
       " 32                      林女士                    人力资源业务合作伙伴   \n",
       " 33                      杜先生                          招聘经理   \n",
       " 34                      赵女士                          猎头顾问   \n",
       " 35                      俞女士                            HR   \n",
       " 36                      孙女士                          猎头顾问   \n",
       " 37                      陈女士                                 \n",
       " 38                      蔡先生                          猎头顾问   \n",
       " 39                      陆女士                          猎头顾问   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 1    571885ea45ce00977366da9105a.jpg            NaN  \n",
       " 2    5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 6    5cb81b959fae687d43164cca03u.jpg          融资未公开  \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 11  6334ed78b3675f2b6ab1bc9801u.jpeg          融资未公开  \n",
       " 12   62a6c09a08bee4201e5c618f05u.png          融资未公开  \n",
       " 13   62c6abbf1551f613ff3fa49a08u.png          融资未公开  \n",
       " 14   5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市  \n",
       " 15   63a46574fd38b10039f0b94b05u.png             C轮  \n",
       " 16   63a9534728c57209b0f4aa0505u.png            NaN  \n",
       " 17   5f8fa3bdea60860b75385c7e08u.png          融资未公开  \n",
       " 18   643e492a7068273f730f4fe005u.png            NaN  \n",
       " 19   5d639dabd0718579c6ce8cec04u.jpg            NaN  \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 21   5f8f986aea60860b75384fab08u.jpg           港股上市  \n",
       " 22   62f7aab56555120790d6013103u.png          融资未公开  \n",
       " 23   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 24   5f8fa3bddfb13a7dee343d7608u.png            NaN  \n",
       " 25   6100c9081d756a75997a266703u.jpg          融资未公开  \n",
       " 26   62805e7707a1d17a9af2abd001u.jpg            NaN  \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市  \n",
       " 29   5f8f986aea60860b75384fab08u.jpg             其他  \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 33   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 34   606ff339fd3cfa235c8a104e02u.png            NaN  \n",
       " 35   601baaab60c8320221e3c1d902u.png            已上市  \n",
       " 36  6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 38   5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       " 39   62fe2d4a95ee1c041432be7a05u.jpg          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"55992453\",\"userId\":\"71e39b9fa38c7913...   \n",
       " 1   {\"jobId\":\"48905275\",\"userId\":\"69bf0604ae10eb24...   \n",
       " 2   {\"jobId\":\"46626189\",\"userId\":\"ffb961ad0561780d...   \n",
       " 3   {\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 4   {\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1...   \n",
       " 5   {\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612...   \n",
       " 6   {\"jobId\":\"45422545\",\"userId\":\"0fa2d60e26680818...   \n",
       " 7   {\"jobId\":\"45486777\",\"userId\":\"1bb6c055b07f554d...   \n",
       " 8   {\"jobId\":\"45175333\",\"userId\":\"b7496ba1a2ad4a49...   \n",
       " 9   {\"jobId\":\"44331983\",\"userId\":\"dfd86eaa710f7eb2...   \n",
       " 10  {\"jobId\":\"56599317\",\"userId\":\"7a5b05937023850a...   \n",
       " 11  {\"jobId\":\"44270383\",\"userId\":\"12c821593cfaeee7...   \n",
       " 12  {\"jobId\":\"53920663\",\"userId\":\"e904f45c3a8aed64...   \n",
       " 13  {\"jobId\":\"40053971\",\"userId\":\"1590a7fa7a4c122c...   \n",
       " 14  {\"jobId\":\"57448565\",\"userId\":\"5f7637977411b864...   \n",
       " 15  {\"jobId\":\"43495037\",\"userId\":\"eb3f01a32fe3a4ef...   \n",
       " 16  {\"jobId\":\"25573187\",\"userId\":\"eda507c8cbe4c756...   \n",
       " 17  {\"jobId\":\"50292625\",\"userId\":\"a3ba989ac5734611...   \n",
       " 18  {\"jobId\":\"33511317\",\"userId\":\"ae9d2bd71f72b07d...   \n",
       " 19  {\"jobId\":\"55364021\",\"userId\":\"b45a783ef6004b8a...   \n",
       " 20  {\"jobId\":\"42989417\",\"userId\":\"74016b7595a80ad4...   \n",
       " 21  {\"jobId\":\"43431657\",\"userId\":\"8fc4003dfc916f92...   \n",
       " 22  {\"jobId\":\"44864603\",\"userId\":\"7759c81f6b7455df...   \n",
       " 23  {\"jobId\":\"45065379\",\"userId\":\"5c8bfb4eac393c61...   \n",
       " 24  {\"jobId\":\"45135163\",\"userId\":\"5c5a96c776e82dfe...   \n",
       " 25  {\"jobId\":\"44610575\",\"userId\":\"9ccbd98c4200aa05...   \n",
       " 26  {\"jobId\":\"45365317\",\"userId\":\"6e506516d847dc87...   \n",
       " 27  {\"jobId\":\"57500617\",\"userId\":\"d7b79be010cfe33b...   \n",
       " 28  {\"jobId\":\"53281701\",\"userId\":\"d7b79be010cfe33b...   \n",
       " 29  {\"jobId\":\"44840683\",\"userId\":\"19c7e868788176ac...   \n",
       " 30  {\"jobId\":\"57002441\",\"userId\":\"e09ee2a8ea68adcf...   \n",
       " 31  {\"jobId\":\"53827269\",\"userId\":\"3f165a98fe2bd8bb...   \n",
       " 32  {\"jobId\":\"57680185\",\"userId\":\"e337dbb1513a599a...   \n",
       " 33  {\"jobId\":\"57565197\",\"userId\":\"957da5d54f0e05cf...   \n",
       " 34  {\"jobId\":\"57730045\",\"userId\":\"eeb461b61aa8efef...   \n",
       " 35  {\"jobId\":\"55831037\",\"userId\":\"875ec2c317791511...   \n",
       " 36  {\"jobId\":\"48862553\",\"userId\":\"6a640f1ee733f503...   \n",
       " 37  {\"jobId\":\"57115027\",\"userId\":\"c0e374fde64faf9f...   \n",
       " 38  {\"jobId\":\"45184165\",\"userId\":\"0550448bc57129e0...   \n",
       " 39  {\"jobId\":\"44668403\",\"userId\":\"0dfca8bd388cf67f...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 8   %7B%22jobId%22%3A%2245175333%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2244331983%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2256599317%22%2C%22ckId%22%3...   \n",
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       " 12  %7B%22jobId%22%3A%2253920663%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2240053971%22%2C%22ckId%22%3...   \n",
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       " 17  %7B%22jobId%22%3A%2250292625%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2233511317%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2255364021%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2242989417%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2243431657%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244864603%22%2C%22ckId%22%3...   \n",
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       " 25  %7B%22jobId%22%3A%2244610575%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245365317%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2257500617%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2253281701%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2244840683%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2257002441%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2253827269%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2257680185%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257565197%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257730045%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255831037%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2248862553%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2257115027%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2245184165%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2244668403%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                              [品牌策划]  55992453   \n",
       " 1                                 [产品优化, 二次元在研, 项目管理]  48905275   \n",
       " 2                                                  []  46626189   \n",
       " 3                                                  []  23154709   \n",
       " 4                                              [增长产品]  25415919   \n",
       " 5                                              [数据分析]  31935443   \n",
       " 6   [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45422545   \n",
       " 7                     [K12教育, 教育行业, 海外产品, 数据产品, 工具产品]  45486777   \n",
       " 8                         [临床试验, 临床项目管理, GCP认证, CE认证]  45175333   \n",
       " 9             [axure, visio, powerpoint, word, Excel]  44331983   \n",
       " 10                          [包食宿, 五险一金, 晋升空间大, 零食下午茶]  56599317   \n",
       " 11                                             [需求分析]  44270383   \n",
       " 12                           [原型设计, 需求调研, 产品规划, 需求管理]  53920663   \n",
       " 13                                             [数据分析]  40053971   \n",
       " 14  [数据产品, 食品饮料, 消费品, 竞品分析, 用户研究, 产品规划, 市场调研, 需求调研...  57448565   \n",
       " 15                                     [SaaS产品, to B]  43495037   \n",
       " 16                                       [数据产品, 硬件产品]  25573187   \n",
       " 17  [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...  50292625   \n",
       " 18  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...  33511317   \n",
       " 19                                 [工具产品, 增长产品, to C]  55364021   \n",
       " 20                  [计算机软件, SaaS系统, 产品规划, 数据分析, 团队管理]  42989417   \n",
       " 21                                             [市场营销]  43431657   \n",
       " 22                             [零售行业, 数字化, CRM, SCRM]  44864603   \n",
       " 23                                                 []  45065379   \n",
       " 24                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  45135163   \n",
       " 25                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  44610575   \n",
       " 26  [平台产品, CRM产品, CRM系统, 批发/零售, to C, 产品设计, 团队管理, ...  45365317   \n",
       " 27                                   [CRM, 新零售, 电子商务]  57500617   \n",
       " 28                                   [CRM, 新零售, 电子商务]  53281701   \n",
       " 29                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]  44840683   \n",
       " 30                                  [汽车行业, 智能座舱, 车联网]  57002441   \n",
       " 31                                       [海外, 手游, 电商]  53827269   \n",
       " 32                                 [金融产品, to B, to C]  57680185   \n",
       " 33              [金融产品, 商业产品, IT互联网, 金融行业, 产品优化, 产品设计]  57565197   \n",
       " 34  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 数据分析, 交互...  57730045   \n",
       " 35                    [工具产品, 产品设计, Axure, 需求调研, 市场调研]  55831037   \n",
       " 36  [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...  48862553   \n",
       " 37  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...  57115027   \n",
       " 38  [海外产品, 硬件产品, 数据产品, 计算机软件, 智能硬件, 团队管理, 产品规划, 竞品...  45184165   \n",
       " 39                                             [工具产品]  44668403   \n",
       " \n",
       "                  job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                   产品策划经理      15-25k  广州-白云区           2   \n",
       " 1   项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区           2   \n",
       " 2          Product Manager   8-16k·13薪  广州-天河区           2   \n",
       " 3                   数字营销PM        薪资面议  广州-天河区           2   \n",
       " 4                     活动PM        薪资面议      广州           2   \n",
       " 5                     游戏PM  15-30k·13薪  广州-海珠区           2   \n",
       " 6                     产品经理  15-30k·15薪      广州           1   \n",
       " 7                   软件产品经理      25-40k  广州-黄埔区           1   \n",
       " 8               临床试验项目经理PM      25-45k      广州           2   \n",
       " 9                   初级产品经理       5-10k      广州           2   \n",
       " 10              助理产品经理—食品类       7-13k  广州-南沙区           2   \n",
       " 11                    产品经理  20-40k·13薪      广州           1   \n",
       " 12                    产品经理      15-25k  广州-天河区           2   \n",
       " 13                  助理产品经理      16-20k      广州           2   \n",
       " 14     产品经理（高级产品经理&资深产品经理）       9-20k  广州-南沙区           2   \n",
       " 15                    产品经理      20-25k      广州           1   \n",
       " 16                    产品经理  15-30k·13薪      广州           2   \n",
       " 17     解决方案产品经理 (MJ013260)  18-25k·14薪  广州-白云区           2   \n",
       " 18                  AI产品经理      20-30k      广州           2   \n",
       " 19                产品经理（组长）      25-30k  广州-天河区           2   \n",
       " 20        产品经理/产品负责人(不同层级)  40-60k·14薪      广州           1   \n",
       " 21                产品经理（凝血）  18-40k·15薪      广州           2   \n",
       " 22             高级产品经理（CRM）  30-45k·14薪      广州           1   \n",
       " 23                医药高级产品经理      28-35k      广州           1   \n",
       " 24                    产品经理      20-40k      广州           1   \n",
       " 25                    产品经理  15-30k·16薪      广州           1   \n",
       " 26                线上零售产品经理      20-35k      广州           1   \n",
       " 27                  高级产品经理  20-25k·13薪  广州-天河区           2   \n",
       " 28                 CRM产品经理  20-25k·13薪  广州-天河区           2   \n",
       " 29             高级产品经理（心血管）  15-20k·13薪      广州           1   \n",
       " 30                    产品经理  15-25k·15薪  广州-海珠区           2   \n",
       " 31                  资深产品经理      20-40k  广州-天河区           2   \n",
       " 32                  高级产品经理      20-35k  广州-天河区           2   \n",
       " 33                数字化产品经理岗      20-40k  广州-天河区           2   \n",
       " 34                 CRM产品经理  16-25k·13薪      广州           2   \n",
       " 35                    产品经理  12-20k·13薪  广州-天河区           2   \n",
       " 36                    产品经理      30-40k      广州           2   \n",
       " 37              研究所数字化产品经理      25-35k  广州-天河区           2   \n",
       " 38              软件产品经理（海外）  25-50k·13薪  广州-黄埔区           1   \n",
       " 39                 家居-产品经理      15-24k      广州           1   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=1&d...       False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 1   9e5b45289ab5581e337193710fe42056                    2   \n",
       " 2   81d856a45c0e72274ebbef01db417cf0                    2   \n",
       " 3   b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 4   b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 5   d458df6acc9507089941166e65ebdb6f                    2   \n",
       " 6   b46e176196ab3b129941166e65ebdb6f                    2   \n",
       " 7   7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 8   4e9d98e158ba3d98966d2c65245014c5                    2   \n",
       " 9   190ab81a74d5846c2e02023589153cdf                    2   \n",
       " 10  de76dc572f39a56c3a8b4208b41a2597                    2   \n",
       " 11  35855ca4dea2dc09cc809655362a8e54                    2   \n",
       " 12  1d06e180b0228fe8cc809655362a8e54                    2   \n",
       " 13  529552300bc2bc6e160bef405ccde8ba                    2   \n",
       " 14  6ab9ed693b6c1c9ef72c2cb241b5d2db                    2   \n",
       " 15  494570eaac32e610e4cd5c055e1e05ce                    2   \n",
       " 16  93460f56b3f178bb9941166e65ebdb6f                    2   \n",
       " 17  ef8545a6e86a01268fa263ed17de85b1                    2   \n",
       " 18  7139f803b14f342dd6a9d1214a39013b                    2   \n",
       " 19  28b0ec5de4d72c71aa6795a3148228ff                    2   \n",
       " 20  92fd858a0f58c5350e33f8ac54fbf39e                    2   \n",
       " 21  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 22  314b455ac7f0589fb74cd2e3b8b7dbf6                    2   \n",
       " 23  0aad1667c5f575b88868111a467b66bb                    2   \n",
       " 24  43c5c96f0ec1531399eeb040770b0b48                    2   \n",
       " 25  34605b00a080b3ef9ccf3dc45f6d7696                    2   \n",
       " 26  2cc9f15764984907062c1b1ee9c7454d                    2   \n",
       " 27  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2   \n",
       " 28  2f7be11e9fdb7dad9ccf3dc45f6d7696                    2   \n",
       " 29  2df4f75a3a35e5400504bb65d1d778f2                    2   \n",
       " 30  f71bb255c500fb869d19d059892ca5e1                    2   \n",
       " 31  38c3a95e68cbd430dd13b2a70973f04a                    2   \n",
       " 32  31c9566b499960f3f19be04c8fd8e210                    2   \n",
       " 33  4acca2cffc6204f40e33f8ac54fbf39e                    2   \n",
       " 34  26287541b217d9a2ad8732728d6065d6                    2   \n",
       " 35  07e5cad14c4c4814ae346a0da086e4d3                    2   \n",
       " 36  99c9294d84c822201806a0cca0964ad2                    2   \n",
       " 37  1c9b135d99b67a4355a0b6511a508218                    2   \n",
       " 38  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 39  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  \\\n",
       " 0    5f8f9868f6d1ab58476f24a008u.jpg               互联网   \n",
       " 1    5f8f986779c7cc70efbf36c008u.jpg                游戏   \n",
       " 2    5f8f986bdfb13a7dee342f2108u.jpg              咨询服务   \n",
       " 3    5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " 5    62903e4ce4c190153f6f304c06u.jpg                游戏   \n",
       " 6    600a795d845ac93d96472a1605u.png              IT服务   \n",
       " 7   61bfe8e8d8489c6530a2c4db06u.jpeg             计算机软件   \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg                制药   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg              培训服务   \n",
       " 10   5f8f9866dfb13a7dee342f1808u.jpg          食品/饮料/酒水   \n",
       " 11   6108aa0e759ac71c63de418a04u.jpg               互联网   \n",
       " 12   5f8f9866dfb13a7dee342f1808u.jpg              IT服务   \n",
       " 13   5f8f9865ea60860b75384fa508u.jpg                制药   \n",
       " 14   5f8f9866dfb13a7dee342f1808u.jpg          食品/饮料/酒水   \n",
       " 15   5fc9d345a77c85575911928607u.png               互联网   \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg               互联网   \n",
       " 17   5f8f98648dbe6273dcf8515508u.jpg               互联网   \n",
       " 18   5a1f7a7e703287905956079b05a.jpg              智能硬件   \n",
       " 19   62eb17c74159a47d94f6a09104u.png              电子商务   \n",
       " 20   5f8fa3bc8dbe6273dcf85e5e08u.png             计算机软件   \n",
       " 21   5f8f986bdfb13a7dee342f2108u.jpg              医疗器械   \n",
       " 22   5e81a25837483e328d6b4acb01u.jpg            专业技术服务   \n",
       " 23   62b917fafd62c54346e0081703u.jpg              医疗器械   \n",
       " 24   600e7297448a1b6f7d390d8201u.jpg              医疗器械   \n",
       " 25   62183bf27baba65dd5bc963f07u.png              医疗器械   \n",
       " 26   5f8fa3a78dbe6273dcf85e2608u.png            专业技术服务   \n",
       " 27   5f8f9868f6d1ab58476f24a008u.jpg              工程施工   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg              工程施工   \n",
       " 29   62e0979c08bee4201e5c8e8905u.jpg              医疗器械   \n",
       " 30   5f8f986c79c7cc70efbf36c808u.jpg              人工智能   \n",
       " 31   5f8f986bdfb13a7dee342f2108u.jpg          广告/公关/会展   \n",
       " 32   5f8f9868f6d1ab58476f24a008u.jpg          基金/证券/期货   \n",
       " 33   5f8f9865ea60860b75384fa508u.jpg          基金/证券/期货   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg             计算机软件   \n",
       " 35   5f8f9863f6d1ab58476f246a08u.jpg             计算机软件   \n",
       " 36   5f8f986c79c7cc70efbf36c808u.jpg          基金/证券/期货   \n",
       " 37   62df69adaa0cc2454789187401u.png          基金/证券/期货   \n",
       " 38   62d4b50f8604e32a3078ec5a02u.png             计算机软件   \n",
       " 39   6408280fb792580455b2e08001u.png              电子商务   \n",
       " \n",
       "                       comp.compLogo  comp.compId    comp.compName  \\\n",
       " 0   5f30a76e556e7a7b1280cc3006u.png    9660700.0     嫚熙控股(广州)有限公司   \n",
       " 1   5ff42565bebf7311a41e860005u.png     803274.0             广州百田   \n",
       " 2   612f1b02303e5d0d667cd9bb06u.png   12912133.0  贝兰格投资咨询(广州)有限公司   \n",
       " 3   5bfea15d74719d2aa34c24f803a.png    6629285.0        恩梯梯数据(中国)   \n",
       " 4   5bfea15d74719d2aa34c24f803a.png    6629285.0        恩梯梯数据(中国)   \n",
       " 5   616e7903bbe0bb0ec5705fe401u.png    8307104.0     英雄互娱科技股份有限公司   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          NaN            某知名公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          NaN     某广州计算机软件上市公司   \n",
       " 8   5f5af11af6d1ab584752271c08u.png    8014813.0             昆翎医药   \n",
       " 9   61b07937d0458d53c627567e02u.jpg   12931963.0       广州秒音科技有限公司   \n",
       " 10  61b07937d0458d53c627567e02u.jpg   13103111.0       广州奥昆食品有限公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州大型互联网公司   \n",
       " 12  5bfe98c474719df0ac99801b03a.png    8638211.0          思特奇信息技术   \n",
       " 13  6441ff67c063625b1d3bc6c104u.png   12568645.0     江苏知原药业股份有限公司   \n",
       " 14  61b07937d0458d53c627567e02u.jpg   13103111.0       广州奥昆食品有限公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州大型互联网公司   \n",
       " 16  5948f6cf70320c7ee1a312fc04a.jpg    8955108.0               希沃   \n",
       " 17  5bfe954674719dc6ed7416af03a.png     693385.0              广联达   \n",
       " 18  5a1f927370323b4a84a66ab305a.jpg    8510313.0        云米全屋互联网家电   \n",
       " 19  60af42bdd7e0220766018e7304u.png    9886227.0             丹霄技术   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州计算机软件公司   \n",
       " 21  5bfe8ee374719d35745a559203a.png    7893643.0           阳普医疗股份   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          NaN          某国内知名公司   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          NaN      某大型知名医疗设备公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州医疗器械上市公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州医疗器械上市公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png          NaN    某国内大型专业技术服务公司   \n",
       " 27  5d26aa823fa7ce27b2b2a75802u.jpg   10016817.0  广东万方建设有限公司广州分公司   \n",
       " 28  5d26aa823fa7ce27b2b2a75802u.jpg   10016817.0  广东万方建设有限公司广州分公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州医疗设备上市公司   \n",
       " 30  61a8328708dd5638aa9ca74806u.png   12518807.0             星河智联   \n",
       " 31  5faa454b1fcf636a62fa72b406u.png   12454465.0     上海丰凡文化传媒有限公司   \n",
       " 32  5bfea33774719d2aa34c7eb903a.png    1421537.0             广发证券   \n",
       " 33  61b07937d0458d53c627567e02u.jpg    8136395.0   广州越秀金融控股集团有限公司   \n",
       " 34  5d1ea8a63ee8b11dd4aa762703u.png     170110.0             赛意信息   \n",
       " 35  624d42f8fc5aba59488d8a1a05u.png   13181035.0       广州加之科技有限公司   \n",
       " 36  5bfea33774719d2aa34c7eb903a.png    1421537.0             广发证券   \n",
       " 37  5bfea33774719d2aa34c7eb903a.png    1421537.0             广发证券   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png          NaN     某广州计算机软件上市公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州电子商务公司   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compStage  \n",
       " 0      1000-2000人   https://www.liepin.com/company/9660700/            NaN  \n",
       " 1        500-999人    https://www.liepin.com/company/803274/            已上市  \n",
       " 2          50-99人  https://www.liepin.com/company/12912133/          融资未公开  \n",
       " 3      2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " 4      2000-5000人   https://www.liepin.com/company/6629285/            NaN  \n",
       " 5      1000-2000人   https://www.liepin.com/company/8307104/          科创板上市  \n",
       " 6        100-499人                                                      NaN  \n",
       " 7     5000-10000人                                                      已上市  \n",
       " 8      1000-2000人   https://www.liepin.com/company/8014813/            NaN  \n",
       " 9          50-99人  https://www.liepin.com/company/12931963/            NaN  \n",
       " 10     1000-2000人  https://www.liepin.com/company/13103111/            NaN  \n",
       " 11    5000-10000人                                                    融资未公开  \n",
       " 12     2000-5000人   https://www.liepin.com/company/8638211/          创业板上市  \n",
       " 13       100-499人  https://www.liepin.com/company/12568645/             D轮  \n",
       " 14     1000-2000人  https://www.liepin.com/company/13103111/            NaN  \n",
       " 15     1000-2000人                                                    融资未公开  \n",
       " 16     2000-5000人   https://www.liepin.com/company/8955108/           战略投资  \n",
       " 17     2000-5000人    https://www.liepin.com/company/693385/            已上市  \n",
       " 18     1000-2000人   https://www.liepin.com/company/8510313/           美股上市  \n",
       " 19       100-499人   https://www.liepin.com/company/9886227/            NaN  \n",
       " 20       100-499人                                                    D轮及以上  \n",
       " 21       500-999人   https://www.liepin.com/company/7893643/         沪深A股上市  \n",
       " 22    5000-10000人                                                    融资未公开  \n",
       " 23       500-999人                                                      已上市  \n",
       " 24       500-999人                                                      已上市  \n",
       " 25       500-999人                                                      已上市  \n",
       " 26    5000-10000人                                                    融资未公开  \n",
       " 27     1000-2000人  https://www.liepin.com/company/10016817/            NaN  \n",
       " 28     1000-2000人  https://www.liepin.com/company/10016817/            NaN  \n",
       " 29       500-999人                                                      已上市  \n",
       " 30       100-499人  https://www.liepin.com/company/12518807/            NaN  \n",
       " 31       100-499人  https://www.liepin.com/company/12454465/             其他  \n",
       " 32    5000-10000人   https://www.liepin.com/company/1421537/            已上市  \n",
       " 33       100-499人   https://www.liepin.com/company/8136395/            NaN  \n",
       " 34     2000-5000人    https://www.liepin.com/company/170110/          创业板上市  \n",
       " 35         50-99人  https://www.liepin.com/company/13181035/          融资未公开  \n",
       " 36    5000-10000人   https://www.liepin.com/company/1421537/            已上市  \n",
       " 37    5000-10000人   https://www.liepin.com/company/1421537/            已上市  \n",
       " 38    5000-10000人                                                      已上市  \n",
       " 39       100-499人                                                       其他  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"jobId\":\"50864053\",\"imI...   \n",
       " 1   {\"recruiterName\":\"邓女士\",\"jobId\":\"45183609\",\"imI...   \n",
       " 2   {\"recruiterName\":\"张女士\",\"jobId\":\"44668045\",\"imI...   \n",
       " 3   {\"recruiterName\":\"唐先生\",\"jobId\":\"57047973\",\"imI...   \n",
       " 4   {\"recruiterName\":\"冯女士\",\"jobId\":\"42945925\",\"imI...   \n",
       " 5   {\"recruiterName\":\"张先生\",\"jobId\":\"44700479\",\"imI...   \n",
       " 6   {\"recruiterName\":\"杨先生\",\"jobId\":\"54963405\",\"imI...   \n",
       " 7   {\"recruiterName\":\"邓女士\",\"jobId\":\"45184031\",\"imI...   \n",
       " 8   {\"recruiterName\":\"梁女士\",\"jobId\":\"57485259\",\"imI...   \n",
       " 9   {\"recruiterName\":\"崔女士\",\"jobId\":\"42856367\",\"imI...   \n",
       " 10  {\"recruiterName\":\"纪女士\",\"jobId\":\"45306653\",\"imI...   \n",
       " 11  {\"recruiterName\":\"王先生\",\"jobId\":\"49046387\",\"imI...   \n",
       " 12  {\"recruiterName\":\"陆先生\",\"jobId\":\"42931191\",\"imI...   \n",
       " 13  {\"recruiterName\":\"郭女士\",\"jobId\":\"44719179\",\"imI...   \n",
       " 14  {\"recruiterName\":\"庞先生\",\"jobId\":\"42213621\",\"imI...   \n",
       " 15  {\"recruiterName\":\"奚先生\",\"jobId\":\"56719319\",\"imI...   \n",
       " 16  {\"recruiterName\":\"邓女士\",\"jobId\":\"45184255\",\"imI...   \n",
       " 17  {\"recruiterName\":\"尹先生\",\"jobId\":\"48269677\",\"imI...   \n",
       " 18  {\"recruiterName\":\"张女士\",\"jobId\":\"44668245\",\"imI...   \n",
       " 19  {\"recruiterName\":\"郭女士\",\"jobId\":\"44721079\",\"imI...   \n",
       " 20  {\"recruiterName\":\"薛女士\",\"jobId\":\"44391307\",\"imI...   \n",
       " 21  {\"recruiterName\":\"黄女士\",\"jobId\":\"56099491\",\"imI...   \n",
       " 22  {\"recruiterName\":\"纪女士\",\"jobId\":\"45306939\",\"imI...   \n",
       " 23  {\"recruiterName\":\"何女士\",\"jobId\":\"56322183\",\"imI...   \n",
       " 24  {\"recruiterName\":\"谭先生\",\"jobId\":\"57310499\",\"imI...   \n",
       " 25  {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...   \n",
       " 26  {\"recruiterName\":\"郑女士\",\"jobId\":\"49318567\",\"imI...   \n",
       " 27  {\"recruiterName\":\"许女士\",\"jobId\":\"39571833\",\"imI...   \n",
       " 28  {\"recruiterName\":\"王女士\",\"jobId\":\"50523789\",\"imI...   \n",
       " 29  {\"recruiterName\":\"周先生\",\"jobId\":\"45405873\",\"imI...   \n",
       " 30  {\"recruiterName\":\"刘女士\",\"jobId\":\"56785003\",\"imI...   \n",
       " 31  {\"recruiterName\":\"曾女士\",\"jobId\":\"57735185\",\"imI...   \n",
       " 32  {\"recruiterName\":\"徐女士\",\"jobId\":\"43999439\",\"imI...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"jobId\":\"52498849\",\"imI...   \n",
       " 34  {\"recruiterName\":\"秦先生\",\"jobId\":\"43004537\",\"imI...   \n",
       " 35  {\"recruiterName\":\"谢先生\",\"jobId\":\"45369359\",\"imI...   \n",
       " 36  {\"recruiterName\":\"邓先生\",\"jobId\":\"56770509\",\"imI...   \n",
       " 37  {\"recruiterName\":\"罗女士\",\"jobId\":\"51048941\",\"imI...   \n",
       " 38  {\"recruiterName\":\"梁女士\",\"jobId\":\"56225017\",\"imI...   \n",
       " 39  {\"recruiterName\":\"陈女士\",\"jobId\":\"49537919\",\"imI...   \n",
       " \n",
       "                       comp.compLogo    comp.compName  comp.compId  \\\n",
       " 0   5bfe987274719df0ac996f4203a.png    广东省国际工程咨询有限公司    9249822.0   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png     某广州计算机软件上市公司          NaN   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司          NaN   \n",
       " 3   5c64c511261c45f22d50d39303u.png            SHEIN    8706847.0   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          某食品有限公司          NaN   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png     某国内计算机软件上市公司          NaN   \n",
       " 6   5bfea33774719d2aa34c7eb903a.png             广发证券    1421537.0   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png     某广州计算机软件上市公司          NaN   \n",
       " 8   59b6035970324a7f8c9d651306a.jpg              租租车    8082331.0   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png          某音乐科技公司          NaN   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司          NaN   \n",
       " 11  5bfea33774719d2aa34c7eb903a.png             广发证券    1421537.0   \n",
       " 12  59521e0c703287e466cf3ed205a.jpg             广发基金    8634680.0   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司          NaN   \n",
       " 14  60f0012c66b5e17b60aa022905u.png              一品红    8788514.0   \n",
       " 15  5e0d63d829d83a675436d93a02u.png   上海睿昂基因科技股份有限公司    9876495.0   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png     某广州计算机软件上市公司          NaN   \n",
       " 17  5ff685278ad5277f6add7a0205u.png         康方药业有限公司   12258551.0   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司          NaN   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png        某大型电子商务公司          NaN   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          某知名基金公司          NaN   \n",
       " 21  61a5bb22f96ca95918aa2e9206u.png     广东森宝文化实业有限公司   13001749.0   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png        某广州IT服务公司          NaN   \n",
       " 23  639937af821c6d513110e83301u.png             探迹科技    8836020.0   \n",
       " 24  61b07937d0458d53c627567e02u.jpg             态创生物   13113895.0   \n",
       " 25  63b4d9f0a0380858a9711da306u.png             嘉为科技    8635284.0   \n",
       " 26  6204d5c82d249250e33f030008u.png             泉能药业    8770675.0   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png       某大型计算机软件公司          NaN   \n",
       " 28  6204d5c82d249250e33f030008u.png             泉能药业    8770675.0   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png      某国内大型基金证券公司          NaN   \n",
       " 30  6407f5d3a62c5e5a8dcc4aeb06u.png            泰容亿科技   13450471.0   \n",
       " 31  640004a57c10f953d8f3b1b402u.png             立林科技    5998859.0   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png  某国内大型基金/证券/期货公司          NaN   \n",
       " 33  5b0e3c998e50f134ce5730b604a.jpg     广州盛为电子商务有限公司    9575786.0   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司          NaN   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         某大型互联网公司          NaN   \n",
       " 36  61b07937d0458d53c627567e02u.jpg             磐世科技   13448295.0   \n",
       " 37  62cce7384254545aa5a9dd4804u.png   无穷食品制造(广东)有限公司   13255271.0   \n",
       " 38  61078f5bf47bf708a93fb33e03u.png             拿火音乐   12839463.0   \n",
       " 39  639937af821c6d513110e83301u.png             探迹科技    8836020.0   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compIndustry  \\\n",
       " 0        500-999人   https://www.liepin.com/company/9249822/            专业技术服务   \n",
       " 1     5000-10000人                                                       计算机软件   \n",
       " 2        100-499人                                                        电子商务   \n",
       " 3     5000-10000人   https://www.liepin.com/company/8706847/               互联网   \n",
       " 4        10000人以上                                                        农林牧渔   \n",
       " 5        100-499人                                                       计算机软件   \n",
       " 6     5000-10000人   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       " 7     5000-10000人                                                       计算机软件   \n",
       " 8      1000-2000人   https://www.liepin.com/company/8082331/               互联网   \n",
       " 9        100-499人                                                      互联网/电商   \n",
       " 10       100-499人                                                        IT服务   \n",
       " 11    5000-10000人   https://www.liepin.com/company/1421537/          基金/证券/期货   \n",
       " 12       500-999人   https://www.liepin.com/company/8634680/          基金/证券/期货   \n",
       " 13    5000-10000人                                                         互联网   \n",
       " 14       500-999人   https://www.liepin.com/company/8788514/                制药   \n",
       " 15       500-999人   https://www.liepin.com/company/9876495/              医疗器械   \n",
       " 16    5000-10000人                                                       计算机软件   \n",
       " 17     1000-2000人  https://www.liepin.com/company/12258551/                制药   \n",
       " 18       100-499人                                                        电子商务   \n",
       " 19       10000人以上                                                        电子商务   \n",
       " 20       500-999人                                                    基金/证券/投资   \n",
       " 21     1000-2000人  https://www.liepin.com/company/13001749/               工艺品   \n",
       " 22       100-499人                                                        IT服务   \n",
       " 23     1000-2000人   https://www.liepin.com/company/8836020/               互联网   \n",
       " 24       100-499人  https://www.liepin.com/company/13113895/              生物技术   \n",
       " 25       500-999人   https://www.liepin.com/company/8635284/              IT服务   \n",
       " 26       100-499人   https://www.liepin.com/company/8770675/                制药   \n",
       " 27       500-999人                                                       计算机软件   \n",
       " 28       100-499人   https://www.liepin.com/company/8770675/                制药   \n",
       " 29       500-999人                                                    基金/证券/期货   \n",
       " 30                 https://www.liepin.com/company/13450471/              电子商务   \n",
       " 31    5000-10000人   https://www.liepin.com/company/5998859/       电子/半导体/集成电路   \n",
       " 32       500-999人                                                    基金/证券/期货   \n",
       " 33       100-499人   https://www.liepin.com/company/9575786/               互联网   \n",
       " 34     1000-2000人                                                         互联网   \n",
       " 35       10000人以上                                                         互联网   \n",
       " 36                 https://www.liepin.com/company/13448295/               NaN   \n",
       " 37    5000-10000人  https://www.liepin.com/company/13255271/          食品/饮料/酒水   \n",
       " 38       100-499人  https://www.liepin.com/company/12839463/            科技推广服务   \n",
       " 39     1000-2000人   https://www.liepin.com/company/8836020/               互联网   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0   [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...      20-35k  ...   \n",
       " 1   [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 用户研究, 产品设计, 产...  25-50k·13薪  ...   \n",
       " 2                                              [工具产品]      15-24k  ...   \n",
       " 3                                 [供应链产品, 后台产品, 中台产品]  20-30k·14薪  ...   \n",
       " 4   [食品饮料, 产品规划, 产品设计, 团队管理, 产品优化, Axure, Visio, 市...      25-40k  ...   \n",
       " 5   [数据产品, 安全产品, to C, 金融行业, 信息安全, 教育行业, 电子/半导体/集成...  15-18k·13薪  ...   \n",
       " 6   [交易产品, 投资产品, 金融行业, 产品规划, 产品设计, 需求管理, 竞品分析, to ...      25-35k  ...   \n",
       " 7   [数据产品, 硬件产品, 计算机软件, 企业服务, 智能硬件, 产品设计, 产品规划, 竞品...  25-50k·13薪  ...   \n",
       " 8                               [旅游产品, to C, OTA, 英文]  12-20k·13薪  ...   \n",
       " 9   [商业产品, 计算机软件, 通讯/网络设备, 产品规划, 产品优化, 用户研究, 团队管理,...  13-18k·15薪  ...   \n",
       " 10                                       [中台产品, 平台产品]      26-30k  ...   \n",
       " 11  [金融产品, 交易产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...  20-40k·15薪  ...   \n",
       " 12                         [axure, xmind, b端产品, 需求分析]      15-30k  ...   \n",
       " 13       [物流/仓储, 电商产品, 服装类, Visio, Axure, Xmind, SQL]  25-35k·14薪  ...   \n",
       " 14                                             [产品规划]      12-21k  ...   \n",
       " 15                                                 []      12-20k  ...   \n",
       " 16  [硬件产品, 电商产品, 硬件系统集成, 家电行业, 智能硬件, 需求挖掘, 产品优化, 市...  25-50k·13薪  ...   \n",
       " 17                                             [策略产品]  20-25k·13薪  ...   \n",
       " 18                                             [工具产品]      15-24k  ...   \n",
       " 19  [供应链产品, 电商产品, 物流快递, 交通/运输/物流, IT互联网, 皮革/纺织/服装,...  25-35k·14薪  ...   \n",
       " 20  [产品规划, 产品设计, Axure, 需求分析, 金融行业, 工具产品, 竞品分析, to...      20-35k  ...   \n",
       " 21              [需求挖掘, 团队管理, 需求调研, 项目管理, 跨部门沟通, 项目开发]      12-15k  ...   \n",
       " 22                    [中台产品, 平台产品, 供应链产品, 产品优化, 产品设计]      26-30k  ...   \n",
       " 23                                       [产品设计, 数据分析]      12-20k  ...   \n",
       " 24                                             [生物科技]  20-40k·14薪  ...   \n",
       " 25                                             [to B]      13-16k  ...   \n",
       " 26                                                 []  10-20k·13薪  ...   \n",
       " 27                                 [硬件产品, 产品管理, 产品研发]  15-21k·14薪  ...   \n",
       " 28                                                 []  12-20k·13薪  ...   \n",
       " 29                                             [金融产品]      40-70k  ...   \n",
       " 30                      [跨境电商, 照明类产品, 充电类产品, 生活家居用品类]      15-24k  ...   \n",
       " 31                               [硬件产品, 硬件系统集成, 产品规划]  15-25k·13薪  ...   \n",
       " 32                                   [985, 211, 技术经理]  25-30k·30薪  ...   \n",
       " 33                         [电商产品经理 , ERP产品经理, 跨境电商行业]  12-25k·14薪  ...   \n",
       " 34                                         [NFC, 一卡通]      20-30k  ...   \n",
       " 35                                               [游戏]  20-35k·16薪  ...   \n",
       " 36                                                 []      15-24k  ...   \n",
       " 37                           [产品规划, 团队管理, 产品优化, 市场调研]  18-25k·14薪  ...   \n",
       " 38  [硬件产品, 增长产品, IT互联网, 人工智能, 智能硬件, 硬件系统集成, 用户研究, ...      20-35k  ...   \n",
       " 39  [电商产品, SaaS产品, CRM产品, 电子商务, IT互联网, 消费品, Xmind,...  15-25k·14薪  ...   \n",
       " \n",
       "    job.requireEduLevel  job.requireWorkYears recruiter.recruiterName  \\\n",
       " 0                   本科                  3-5年                     王先生   \n",
       " 1                 统招本科                  3-5年                     邓女士   \n",
       " 2                本科及以上                  1-3年                     张女士   \n",
       " 3                   本科                 5-10年                     唐先生   \n",
       " 4                本科及以上                 5-10年                     冯女士   \n",
       " 5                本科及以上                  经验不限                     张先生   \n",
       " 6                   硕士                  3-5年                     杨先生   \n",
       " 7                 统招本科                  3-5年                     邓女士   \n",
       " 8                   本科                  1-3年                     梁女士   \n",
       " 9                 统招本科                  3-5年                     崔女士   \n",
       " 10                统招本科                 5-10年                     纪女士   \n",
       " 11                  硕士                  3-5年                     王先生   \n",
       " 12                  硕士                  经验不限                     陆先生   \n",
       " 13                统招本科                 5-10年                     郭女士   \n",
       " 14                  本科                  1-3年                     庞先生   \n",
       " 15                  本科                  3-5年                     奚先生   \n",
       " 16                统招本科                  3-5年                     邓女士   \n",
       " 17                  本科                  经验不限                     尹先生   \n",
       " 18                学历不限                  1-3年                     张女士   \n",
       " 19                统招本科                 5-10年                     郭女士   \n",
       " 20               硕士及以上                  3-5年                     薛女士   \n",
       " 21                  本科                  1-3年                     黄女士   \n",
       " 22                统招本科                 5-10年                     纪女士   \n",
       " 23                统招本科                  3-5年                     何女士   \n",
       " 24                统招本科                  1-3年                     谭先生   \n",
       " 25                  硕士                  经验不限                     黎先生   \n",
       " 26                统招本科                  3-5年                     郑女士   \n",
       " 27               本科及以上                 5-10年                     许女士   \n",
       " 28                统招本科                  3-5年                     王女士   \n",
       " 29               硕士及以上                  3-5年                     周先生   \n",
       " 30                  本科                  3-5年                     刘女士   \n",
       " 31                  本科                 5-10年                     曾女士   \n",
       " 32               硕士及以上                 5-10年                     徐女士   \n",
       " 33                  本科                 5-10年                     陈女士   \n",
       " 34                统招本科                  1-3年                     秦先生   \n",
       " 35                统招本科                  3-5年                     谢先生   \n",
       " 36                  本科                  3-5年                     邓先生   \n",
       " 37                统招本科                 5-10年                     罗女士   \n",
       " 38                统招本科                  3-5年                     梁女士   \n",
       " 39                统招本科                  3-5年                     陈女士   \n",
       " \n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0                    人力行政经理  447192a1f8361cbbaeca9d0effc98617   \n",
       " 1                      猎头顾问  0550448bc57129e0065e2cede573bc20   \n",
       " 2                      猎头顾问  0dfca8bd388cf67f1995baa6429364e4   \n",
       " 3                      hrbp  ccfec03b37ffd415c5298c6711b9e1c9   \n",
       " 4                      猎头顾问  c6a8a0372e6bfe1401f45cbb073e9b2c   \n",
       " 5                      猎头顾问  e88f84eb1bf0414cfaf9e51545e80598   \n",
       " 6                      产品总监  c0e374fde64faf9fd285fc3f92448b7c   \n",
       " 7                      猎头顾问  0550448bc57129e0065e2cede573bc20   \n",
       " 8                    人力资源主管  3fcd2f12b166bad5fdacd2bbba7fbaf4   \n",
       " 9                      猎头顾问  fe99e12fea53845dd4a3bf0592e8e3ae   \n",
       " 10                     猎头顾问  10f97c2455afd910fa874f00626b9602   \n",
       " 11                       HR  405bfa6de54e260948d480b8c16566fc   \n",
       " 12                    招聘负责人  307251bc88addc9a54ad925b6794b753   \n",
       " 13                     猎头顾问  60bb86a9d8c0d4bbd59b29a658464947   \n",
       " 14                     招聘经理  cb4f864075f8397e2ebcc61831f46d45   \n",
       " 15                           6a38f9f262e1c6a84f66206ef8578fe5   \n",
       " 16                     猎头顾问  0550448bc57129e0065e2cede573bc20   \n",
       " 17                市场经理-南中国区  6f57a32e50994e4647c9f796d9c872c4   \n",
       " 18                     猎头顾问  0dfca8bd388cf67f1995baa6429364e4   \n",
       " 19                     猎头顾问  ecfc2890d4a321e5d7ddbf9f3acfbeaf   \n",
       " 20                     猎头顾问  d91d4cf32f3c576620a7cb48faf58b04   \n",
       " 21                  人力行政实习生  93dd604f1509212fa3eb4df9e13b6d62   \n",
       " 22                     猎头顾问  10f97c2455afd910fa874f00626b9602   \n",
       " 23                      HRD  99b29794fc8391da9daf7cc4297885a4   \n",
       " 24                     招聘专员  42d729da7b77447d94ee8f73bffdc0cd   \n",
       " 25                       HR  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       " 26                   人力资源经理  f1fd6c5c7f42fe50fead12fba1a626dd   \n",
       " 27                     猎头顾问  1998655230b1ed9087902beb28cdf508   \n",
       " 28                           b4e62c69708243ce8d86c9271f8d0f63   \n",
       " 29                     猎头顾问  954c5968d2fb21b5e680da2e30181a15   \n",
       " 30                   高级招聘专家  a630fbea9719eae736c58dcf1aabdbaa   \n",
       " 31                        1  1af13f96565adda9b87974877eb67271   \n",
       " 32                     猎头顾问  262139503547cb380360375ff6e99b61   \n",
       " 33                           4969702d8f077013db636c798f54e311   \n",
       " 34                     猎头顾问  2811825ea5bfeb820b7c63a6104db6fb   \n",
       " 35                     猎头顾问  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       " 36                           92eddec81c3c0d69b56d64bdac13174c   \n",
       " 37                       HR  8b106559a5a832648fbf06c70cbc6e92   \n",
       " 38                    招聘负责人  f1630c5d0ed14d1182c4e64ed167b28a   \n",
       " 39                       HR  be6205dbb14d1ddf296e034899da411f   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  7cba8b6b91d0fa259427b88c78d2ff1f                    2   \n",
       " 1              False  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 2              False  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " 3              False  0c57cbc7689dabf41acc4b10d8803776                    2   \n",
       " 4              False  4037e025d6233dba063dfc1b00f6daab                    2   \n",
       " 5              False  be8aa736d9e17c4baaa70b13e477f173                    2   \n",
       " 6              False  1c9b135d99b67a4355a0b6511a508218                    2   \n",
       " 7              False  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 8              False  771cd76556a28fdf9ccf3dc45f6d7696                    2   \n",
       " 9              False  5e0373e6511386c8e4cd5c055e1e05ce                    2   \n",
       " 10             False  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 11             False  db25c176f14e2e290f287de485347e8a                    2   \n",
       " 12             False  6e436276cab8b5d6ef38cb0ce6f46cd7                    2   \n",
       " 13             False  8513de5a55e5158f383f3da79799f0a9                    2   \n",
       " 14             False  883cd419b3e5fda8befa578784e31c32                    2   \n",
       " 15             False  c4fe34c94b6193594036597854bcf58c                    2   \n",
       " 16             False  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 17             False  8460eb8aca9b1fb5548179b4a860b4bd                    2   \n",
       " 18             False  42164ef1272ab5736e8893c9219f7e03                    2   \n",
       " 19             False  08a0366bb20b27e67c654f08a5706743                    2   \n",
       " 20             False  c9b86f5b02c93ab204612e645251413c                    2   \n",
       " 21             False  4dd9c611f28fb31268c56fcc9b2af6cb                    2   \n",
       " 22             False  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 23             False  8aed3fbebcb0b1ee8091cff62ebe0c74                    2   \n",
       " 24             False  f7db13688dbb016edf514c63e89fb1b8                    2   \n",
       " 25             False  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 26             False  c635e4c1c786b8c4e37b0b202b2adc1c                    2   \n",
       " 27             False  d8f5060864f6918d2b1d8d3fa16dcfe7                    2   \n",
       " 28             False  1797147fd0e6e2ff6acd98c2560acc8e                    2   \n",
       " 29             False  455fe9bee1e6010286273d579bc2a4d6                    2   \n",
       " 30             False  c4a1e0163eb0489e3cf0acd5c06eb661                    2   \n",
       " 31             False  239849450e9baf3c24eff958a002fd93                    2   \n",
       " 32             False  3c6468788a92f8abe4cd5c055e1e05ce                    2   \n",
       " 33             False  bdaa35c35d2bd88c2f0021fc381f9c45                    2   \n",
       " 34             False  c19a3d02ddef3222e70dc0cfcb4da503                    2   \n",
       " 35             False  1c20306d18a25c500918cd9efff1e181                    2   \n",
       " 36             False  d0ada58a7dbfa796816841a4612c5b46                    2   \n",
       " 37             False  b6b6819831e1008574cd2086e9e42e3f                    2   \n",
       " 38             False  9065c7e4edc953cbd8083254db29b13a                    2   \n",
       " 39             False  0072a9e46b8f5af318a804205eca07ce                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       " 1    62d4b50f8604e32a3078ec5a02u.png            已上市  \n",
       " 2    6408280fb792580455b2e08001u.png             其他  \n",
       " 3    5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 4    5de50b43cd52473b94eaf19102u.png            已上市  \n",
       " 5    62f1ed513878472969282b6806u.jpg            已上市  \n",
       " 6    62df69adaa0cc2454789187401u.png            已上市  \n",
       " 7    62d4b50f8604e32a3078ec5a02u.png            已上市  \n",
       " 8    5f8f9863f6d1ab58476f246a08u.jpg             D轮  \n",
       " 9    63034bf02e03d62b1aac1adf03u.jpg          融资未公开  \n",
       " 10   642e8e49de25b83c3c8d509707u.png            NaN  \n",
       " 11   5f8f98698dbe6273dcf8516008u.jpg            已上市  \n",
       " 12   5f8f986c79c7cc70efbf36c808u.jpg            NaN  \n",
       " 13   628de1efce47d226d180fe0003u.jpg            NaN  \n",
       " 14   5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市  \n",
       " 15   5f8f986aea60860b75384fab08u.jpg          科创板上市  \n",
       " 16   62d4b50f8604e32a3078ec5a02u.png            已上市  \n",
       " 17   5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       " 18   6408280fb792580455b2e08001u.png             其他  \n",
       " 19   62dd246f97bc68274c142fe101u.png            NaN  \n",
       " 20  5fc5ad6f7d6477448760f33307u.jpeg             A轮  \n",
       " 21   63ec2b240a1ead27bd40dc1505u.png            NaN  \n",
       " 22   642e8e49de25b83c3c8d509707u.png            NaN  \n",
       " 23   5f8f986779c7cc70efbf36c008u.jpg             B轮  \n",
       " 24   6423908b3bc4c916d465997108u.png             A轮  \n",
       " 25   5f8f986bdfb13a7dee342f2108u.jpg             B轮  \n",
       " 26   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 27   62cfb4fb75822248f540c7b201u.png          融资未公开  \n",
       " 28   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 29   62821ecfeda5af0f27fb6bd301u.jpg             A轮  \n",
       " 30   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 31   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 32   6407001a6fdcaf7999f1d0eb03u.png             A轮  \n",
       " 33   5f8f986779c7cc70efbf36c008u.jpg          融资未公开  \n",
       " 34   625e156c9acaf0067ad22cbb08u.jpg          融资未公开  \n",
       " 35   5f8fa3a6f6d1ab58476f322808u.png          融资未公开  \n",
       " 36   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 37   5f8f9866dfb13a7dee342f1808u.jpg             其他  \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg             B轮  \n",
       " 39   5f8f986779c7cc70efbf36c008u.jpg             B轮  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams    comp.compName  \\\n",
       " 0   {\"jobId\":\"57772603\",\"userId\":\"40a887434ab05c6d...             玖晔网络   \n",
       " 1   {\"jobId\":\"57136545\",\"userId\":\"b2ef4975ca0365ea...    深圳市骏景装卸服务有限公司   \n",
       " 2   {\"jobId\":\"43557897\",\"userId\":\"ef813c13d17ddf72...  某国内大型食品/饮料/日化公司   \n",
       " 3   {\"jobId\":\"41099567\",\"userId\":\"f5ce1023e95e2d16...               千聊   \n",
       " 4   {\"jobId\":\"48690283\",\"userId\":\"1773b17d47b09df3...            SHEIN   \n",
       " 5   {\"jobId\":\"49548525\",\"userId\":\"be6205dbb14d1ddf...             探迹科技   \n",
       " 6   {\"jobId\":\"56102455\",\"userId\":\"e06da174bac740c0...             云山能源   \n",
       " 7   {\"jobId\":\"52258307\",\"userId\":\"a643bf1613e7231c...             氢氧元素   \n",
       " 8   {\"jobId\":\"43414645\",\"userId\":\"bbeed13343c87e87...          某人力咨询公司   \n",
       " 9   {\"jobId\":\"44414001\",\"userId\":\"ea1301e917504e45...        某广州电子商务公司   \n",
       " 10  {\"jobId\":\"48652943\",\"userId\":\"ba92c288ac646d99...           广州乐牛游戏   \n",
       " 11  {\"jobId\":\"54408965\",\"userId\":\"16f436d700ac5898...   虚幻矩阵(深圳)科技有限公司   \n",
       " 12  {\"jobId\":\"55322015\",\"userId\":\"5101bdeab7487e5c...             嘉为科技   \n",
       " 13  {\"jobId\":\"32900145\",\"userId\":\"40b37758e5e02f3a...    广州广颖创网络科技有限公司   \n",
       " 14  {\"jobId\":\"36463011\",\"userId\":\"a3d3406c376771a0...            碧桂园集团   \n",
       " 15  {\"jobId\":\"55907133\",\"userId\":\"3092e616053ba85b...            Qinda   \n",
       " 16  {\"jobId\":\"46860665\",\"userId\":\"127f3b10cf2c06da...            SHEIN   \n",
       " 17  {\"jobId\":\"49657973\",\"userId\":\"770fd9269a598e4d...             东信北邮   \n",
       " 18  {\"jobId\":\"42064969\",\"userId\":\"9294a5a1e3837c5e...            SHEIN   \n",
       " 19  {\"jobId\":\"54789743\",\"userId\":\"1c9642b10e66aafb...             嘉为科技   \n",
       " 20  {\"jobId\":\"43926033\",\"userId\":\"90a31a1ce356789d...  顺鹿(珠海)智能机器人有限公司   \n",
       " 21  {\"jobId\":\"46355485\",\"userId\":\"1cb765d37bd0684e...     广州天迅网络科技有限公司   \n",
       " 22  {\"jobId\":\"39779721\",\"userId\":\"a378bf20a766208b...   上海汉得信息技术股份有限公司   \n",
       " 23  {\"jobId\":\"44214737\",\"userId\":\"c49aec5f6b7e4214...             探迹科技   \n",
       " 24  {\"jobId\":\"26971885\",\"userId\":\"fd8ba1b4a1e28f50...    广州学魁榜信息科技有限公司   \n",
       " 25  {\"jobId\":\"47448393\",\"userId\":\"6b69b564e7d96f69...     广东速狐信息科技有限公司   \n",
       " 26  {\"jobId\":\"27782479\",\"userId\":\"49163bd4fa89bf0b...    福建省融汇信息科技有限公司   \n",
       " 27  {\"jobId\":\"81941\",\"userId\":\"\",\"jobKind\":\"5\",\"re...             广发基金   \n",
       " 28  {\"jobId\":\"44615305\",\"userId\":\"d77309e6bf9d7e78...  广州试界医学检验实验室有限公司   \n",
       " 29  {\"jobId\":\"26144013\",\"userId\":\"e1679bb8bef24bc7...     佳都科技集团股份有限公司   \n",
       " 30  {\"jobId\":\"48275101\",\"userId\":\"ef415948e8dab676...      广州雅滋乐科技有限公司   \n",
       " 31  {\"jobId\":\"36553741\",\"userId\":\"e1c7b3882d5d2f2a...       浩云科技股份有限公司   \n",
       " 32  {\"jobId\":\"45501489\",\"userId\":\"f087bef9141274bc...       某广州大型消费品公司   \n",
       " 33  {\"jobId\":\"45289455\",\"userId\":\"fc03dea07cb6331e...      某广州医疗器械上市公司   \n",
       " 34  {\"jobId\":\"45272543\",\"userId\":\"0978158a61aedbe6...       某广州大型工艺品公司   \n",
       " 35  {\"jobId\":\"44296619\",\"userId\":\"1f85cb9fa2d342de...      某广州医疗设备上市公司   \n",
       " 36  {\"jobId\":\"45943425\",\"userId\":\"60ea6e3566018147...     广州人福医疗设备有限公司   \n",
       " 37  {\"jobId\":\"44796159\",\"userId\":\"cb6dc144403f9a2d...      某广州医疗设备上市公司   \n",
       " 38  {\"jobId\":\"56087765\",\"userId\":\"41cedbac181dd6d3...         佳都集团有限公司   \n",
       " 39  {\"jobId\":\"44777567\",\"userId\":\"6afb9e15f4e5174e...             视声智能   \n",
       " \n",
       "    comp.compIndustry  comp.compId comp.compStage  \\\n",
       " 0               科技金融    8681801.0          融资未公开   \n",
       " 1           货运/物流/仓储   13467073.0            NaN   \n",
       " 2           食品/饮料/酒水          NaN          融资未公开   \n",
       " 3            在线社交/媒体    8975743.0             B轮   \n",
       " 4                互联网    8706847.0            NaN   \n",
       " 5                互联网    8836020.0             B轮   \n",
       " 6               通信设备   12719461.0            NaN   \n",
       " 7                互联网   13304319.0            NaN   \n",
       " 8               人力资源          NaN          融资未公开   \n",
       " 9               电子商务          NaN          不需要融资   \n",
       " 10                游戏    8166526.0            NaN   \n",
       " 11               互联网   13359817.0            NaN   \n",
       " 12              IT服务    8635284.0             B轮   \n",
       " 13              电子商务    8805672.0            NaN   \n",
       " 14           房地产开发经营    2485521.0            NaN   \n",
       " 15             机械/设备    7956379.0            NaN   \n",
       " 16               互联网    8706847.0            NaN   \n",
       " 17              通信设备    7987284.0            NaN   \n",
       " 18               互联网    8706847.0            NaN   \n",
       " 19              IT服务    8635284.0             B轮   \n",
       " 20            专业技术服务   12578057.0            NaN   \n",
       " 21             计算机软件    9257569.0          融资未公开   \n",
       " 22               互联网    8361671.0            已上市   \n",
       " 23               互联网    8836020.0             B轮   \n",
       " 24             计算机软件   12188507.0            NaN   \n",
       " 25             计算机软件   12677101.0          融资未公开   \n",
       " 26            专业技术服务   12221021.0          融资未公开   \n",
       " 27          基金/证券/期货    8634680.0            NaN   \n",
       " 28            专业技术服务   12984749.0            NaN   \n",
       " 29             计算机软件    2115085.0         沪深A股上市   \n",
       " 30               互联网   13166217.0            NaN   \n",
       " 31             计算机软件    8979523.0         沪深A股上市   \n",
       " 32               消费品          NaN          融资未公开   \n",
       " 33              医疗器械          NaN            已上市   \n",
       " 34               工艺品          NaN             其他   \n",
       " 35              医疗器械          NaN            已上市   \n",
       " 36              医疗器械    8228008.0          融资未公开   \n",
       " 37              医疗器械          NaN            已上市   \n",
       " 38          基金/证券/期货    1962886.0            NaN   \n",
       " 39              通信设备   12327441.0             A轮   \n",
       " \n",
       "                       comp.compLogo comp.compScale  \\\n",
       " 0   5bfe9a5874719df0ac99cfa203a.png         50-99人   \n",
       " 1   61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 3   5c2dd4d5570cb1037dc5f1b606u.png       500-999人   \n",
       " 4   5c64c511261c45f22d50d39303u.png    5000-10000人   \n",
       " 5   639937af821c6d513110e83301u.png     1000-2000人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 7   630ddf4f857bcf241aa958d806u.png         50-99人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png     2000-5000人   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 10  624a9b1378302f2c469582d607u.png       500-999人   \n",
       " 11  61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 12  63b4d9f0a0380858a9711da306u.png       500-999人   \n",
       " 13  5bfe99a174719df0ac99ac3903a.png       500-999人   \n",
       " 14  5bfe908f74719d35745aa94c03a.png       10000人以上   \n",
       " 15  5cece8199fae687d437913a708u.png       100-499人   \n",
       " 16  5c64c511261c45f22d50d39303u.png    5000-10000人   \n",
       " 17  5bfe9f9274719d2aa34bcbd203a.png     1000-2000人   \n",
       " 18  5c64c511261c45f22d50d39303u.png    5000-10000人   \n",
       " 19  63b4d9f0a0380858a9711da306u.png       500-999人   \n",
       " 20  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 21  5bfea0bd74719d2aa34c05b003a.png       100-499人   \n",
       " 22  5ed700f4ec4db462f82e4ddf01u.png       10000人以上   \n",
       " 23  639937af821c6d513110e83301u.png     1000-2000人   \n",
       " 24  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 25  606d59958d904e76c73870ea05u.png          1-49人   \n",
       " 26  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 27  59521e0c703287e466cf3ed205a.jpg       500-999人   \n",
       " 28  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 29  5bfea4ec74719d2aa34cd0ba03a.png     2000-5000人   \n",
       " 30  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 31  5bfe976374719df0ac9937ba03a.png     1000-2000人   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png       10000人以上   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png     1000-2000人   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 36  5f5f32e5ea60860b751f2ffe08u.png       100-499人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 38  5d5a46164ebeb1284dff8dec06u.png       500-999人   \n",
       " 39  63f7276c8a431710214e379803u.png       100-499人   \n",
       " \n",
       "                                    comp.link  \\\n",
       " 0    https://www.liepin.com/company/8681801/   \n",
       " 1   https://www.liepin.com/company/13467073/   \n",
       " 2                                              \n",
       " 3    https://www.liepin.com/company/8975743/   \n",
       " 4    https://www.liepin.com/company/8706847/   \n",
       " 5    https://www.liepin.com/company/8836020/   \n",
       " 6   https://www.liepin.com/company/12719461/   \n",
       " 7   https://www.liepin.com/company/13304319/   \n",
       " 8                                              \n",
       " 9                                              \n",
       " 10   https://www.liepin.com/company/8166526/   \n",
       " 11  https://www.liepin.com/company/13359817/   \n",
       " 12   https://www.liepin.com/company/8635284/   \n",
       " 13   https://www.liepin.com/company/8805672/   \n",
       " 14   https://www.liepin.com/company/2485521/   \n",
       " 15   https://www.liepin.com/company/7956379/   \n",
       " 16   https://www.liepin.com/company/8706847/   \n",
       " 17   https://www.liepin.com/company/7987284/   \n",
       " 18   https://www.liepin.com/company/8706847/   \n",
       " 19   https://www.liepin.com/company/8635284/   \n",
       " 20  https://www.liepin.com/company/12578057/   \n",
       " 21   https://www.liepin.com/company/9257569/   \n",
       " 22   https://www.liepin.com/company/8361671/   \n",
       " 23   https://www.liepin.com/company/8836020/   \n",
       " 24  https://www.liepin.com/company/12188507/   \n",
       " 25  https://www.liepin.com/company/12677101/   \n",
       " 26  https://www.liepin.com/company/12221021/   \n",
       " 27                                       NaN   \n",
       " 28  https://www.liepin.com/company/12984749/   \n",
       " 29   https://www.liepin.com/company/2115085/   \n",
       " 30  https://www.liepin.com/company/13166217/   \n",
       " 31   https://www.liepin.com/company/8979523/   \n",
       " 32                                             \n",
       " 33                                             \n",
       " 34                                             \n",
       " 35                                             \n",
       " 36   https://www.liepin.com/company/8228008/   \n",
       " 37                                             \n",
       " 38   https://www.liepin.com/company/1962886/   \n",
       " 39  https://www.liepin.com/company/12327441/   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0      [Xmind, 原型设计, 需求分析, 产品设计, IT互联网, 计算机软件, Axure]  ...   \n",
       " 1   [交易产品, 金融产品, 工具产品, 金融行业, 产品设计, 产品规划, 需求分析, 数据分...  ...   \n",
       " 2                                    [电商产品, 社交产品, 直播]  ...   \n",
       " 3                                  [产品设计, 数据分析, 课程产品]  ...   \n",
       " 4                  [TMS系统, WMS系统, OMS, SaaS系统, ERP系统]  ...   \n",
       " 5   [电商产品, CRM产品, SaaS系统, CRM系统, to C, to B, 产品设计,...  ...   \n",
       " 6        [Visio, Axure, 产品设计, 工具产品, 需求挖掘, 原型设计, 产品规划]  ...   \n",
       " 7   [社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...  ...   \n",
       " 8   [交易产品, 金融产品, 工具产品, 金融行业, 产品规划, 需求分析, 产品设计, 数据分...  ...   \n",
       " 9                                       [3C, 亚马逊, 精品]  ...   \n",
       " 10  [广告产品, 广告行业, 游戏行业, 计算机软件, 产品设计, 流程设计, 数据分析, 团队管理]  ...   \n",
       " 11                     [语音产品, 产品规划, 产品设计, 竞品分析, 社交产品]  ...   \n",
       " 12                                             [to B]  ...   \n",
       " 13                           [电商产品, 跨境电商, 电子商务, 团队管理]  ...   \n",
       " 14                                       [产品设计, 需求分析]  ...   \n",
       " 15                                                 []  ...   \n",
       " 16                                [供应链产品, 电子商务, to B]  ...   \n",
       " 17                                             [to B]  ...   \n",
       " 18             [ppt, 架构设计, axure, visio, xmind, 数据分析]  ...   \n",
       " 19                    [商业产品, 计算机软件, 产品规划, 用户研究, 产品设计]  ...   \n",
       " 20        [axure, 产品设计, visio, xmind, o2o, ppt, 需求分析]  ...   \n",
       " 21              [工具产品, IT互联网, 产品设计, 原型设计, 产品规划, 用户研究]  ...   \n",
       " 22                              [axure, visio, xmind]  ...   \n",
       " 23                                 [数据分析, 需求分析, 数据产品]  ...   \n",
       " 24                    [产品设计, axure, visio, ppt, 需求分析]  ...   \n",
       " 25  [电商产品, IT互联网, 电子商务, 产品设计, 移动端产品, 产品优化, 用户研究, 产...  ...   \n",
       " 26                                             [数据分析]  ...   \n",
       " 27                                                 []  ...   \n",
       " 28                                              [ppt]  ...   \n",
       " 29                                             [产品设计]  ...   \n",
       " 30                      [产品规划, 云平台, 软硬件集成, 从0到1的规划产品]  ...   \n",
       " 31                          [ppt, axure, visio, 硬件产品]  ...   \n",
       " 32  [CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...  ...   \n",
       " 33                      [产品管理, 销售管理, 团队管理, 凝血检测、药物检测]  ...   \n",
       " 34                           [产品分析, 产品设计, 产品开发, 产品推广]  ...   \n",
       " 35                                                 []  ...   \n",
       " 36  [策略产品, 搜索产品, 医疗行业, 需求分析, 用户研究, 产品规划, Xmind, Mo...  ...   \n",
       " 37                                                 []  ...   \n",
       " 38         [平台产品, 智慧城市, 产品规划, 产品设计, 需求分析, 用户研究, 团队管理]  ...   \n",
       " 39  [工具产品, 养老机构, 人工智能, 产品设计, 产品规划, 产品优化, 用户研究, 竞品分...  ...   \n",
       " \n",
       "                                        job.link  job.requireEduLevel  \\\n",
       " 0   https://www.liepin.com/job/1957772603.shtml                   大专   \n",
       " 1   https://www.liepin.com/job/1957136545.shtml                   硕士   \n",
       " 2       https://www.liepin.com/a/43557897.shtml                 统招本科   \n",
       " 3   https://www.liepin.com/job/1941099567.shtml                 统招本科   \n",
       " 4   https://www.liepin.com/job/1948690283.shtml                 统招本科   \n",
       " 5   https://www.liepin.com/job/1949548525.shtml                 统招本科   \n",
       " 6   https://www.liepin.com/job/1956102455.shtml                   本科   \n",
       " 7   https://www.liepin.com/job/1952258307.shtml                   本科   \n",
       " 8       https://www.liepin.com/a/43414645.shtml                硕士及以上   \n",
       " 9       https://www.liepin.com/a/44414001.shtml                大专及以上   \n",
       " 10  https://www.liepin.com/job/1948652943.shtml                 统招本科   \n",
       " 11  https://www.liepin.com/job/1954408965.shtml                 统招本科   \n",
       " 12  https://www.liepin.com/job/1955322015.shtml                 统招本科   \n",
       " 13  https://www.liepin.com/job/1932900145.shtml                   本科   \n",
       " 14  https://www.liepin.com/job/1936463011.shtml                 统招本科   \n",
       " 15  https://www.liepin.com/job/1955907133.shtml                   本科   \n",
       " 16  https://www.liepin.com/job/1946860665.shtml                   大专   \n",
       " 17  https://www.liepin.com/job/1949657973.shtml                   本科   \n",
       " 18  https://www.liepin.com/job/1942064969.shtml                   大专   \n",
       " 19  https://www.liepin.com/job/1954789743.shtml                   硕士   \n",
       " 20  https://www.liepin.com/job/1943926033.shtml                   大专   \n",
       " 21  https://www.liepin.com/job/1946355485.shtml                   大专   \n",
       " 22  https://www.liepin.com/job/1939779721.shtml                 学历不限   \n",
       " 23  https://www.liepin.com/job/1944214737.shtml                   本科   \n",
       " 24  https://www.liepin.com/job/1926971885.shtml                 统招本科   \n",
       " 25  https://www.liepin.com/job/1947448393.shtml                   大专   \n",
       " 26  https://www.liepin.com/job/1927782479.shtml                   本科   \n",
       " 27         https://www.liepin.com/rpojob/81941/                   本科   \n",
       " 28  https://www.liepin.com/job/1944615305.shtml                   硕士   \n",
       " 29  https://www.liepin.com/job/1926144013.shtml                   硕士   \n",
       " 30  https://www.liepin.com/job/1948275101.shtml                   本科   \n",
       " 31  https://www.liepin.com/job/1936553741.shtml                   本科   \n",
       " 32      https://www.liepin.com/a/45501489.shtml                 统招本科   \n",
       " 33      https://www.liepin.com/a/45289455.shtml                硕士及以上   \n",
       " 34      https://www.liepin.com/a/45272543.shtml                本科及以上   \n",
       " 35      https://www.liepin.com/a/44296619.shtml                硕士及以上   \n",
       " 36  https://www.liepin.com/job/1945943425.shtml                   本科   \n",
       " 37      https://www.liepin.com/a/44796159.shtml                硕士及以上   \n",
       " 38  https://www.liepin.com/job/1956087765.shtml                   本科   \n",
       " 39  https://www.liepin.com/job/1944777567.shtml                   大专   \n",
       " \n",
       "    job.requireWorkYears             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0                  3-5年  40a887434ab05c6d793d0b6c45c3229d             False   \n",
       " 1                  3-5年  b2ef4975ca0365eacd8a950b32b8e24a             False   \n",
       " 2                 5-10年  ef813c13d17ddf72662825202deeb056             False   \n",
       " 3                  3-5年  f5ce1023e95e2d16324bcc314d99407b             False   \n",
       " 4                 5-10年  1773b17d47b09df309c6f4266340b4e0             False   \n",
       " 5                  3-5年  be6205dbb14d1ddf296e034899da411f             False   \n",
       " 6                  3-5年  e06da174bac740c0dcb39e8c96510963             False   \n",
       " 7                  3-5年  a643bf1613e7231cd177ad61f55781ab             False   \n",
       " 8                 5-10年  bbeed13343c87e8757bcd14f72ca19b5             False   \n",
       " 9                  3-5年  ea1301e917504e45479bf21f9f370d47             False   \n",
       " 10                 1-3年  ba92c288ac646d9975818ed14bd0d05e             False   \n",
       " 11                 3-5年  16f436d700ac589833de5a6e01825dbe             False   \n",
       " 12                 经验不限  5101bdeab7487e5c1d0a1fdec36fba93             False   \n",
       " 13                 3-5年  40b37758e5e02f3a8b0a6c5ea7ccbedc             False   \n",
       " 14                 3-5年  a3d3406c376771a0d00ab337c61ad605             False   \n",
       " 15                5-10年  3092e616053ba85b2463cfefc2c0ec7b             False   \n",
       " 16                5-10年  127f3b10cf2c06da2fd83708f3c78a50             False   \n",
       " 17                5-10年  770fd9269a598e4d5851f9e831575af2             False   \n",
       " 18                 3-5年  9294a5a1e3837c5ebb372434d8d59956             False   \n",
       " 19                 经验不限  1c9642b10e66aafbfb49eb7f99f9423d             False   \n",
       " 20                5-10年  90a31a1ce356789d22f576c5751640a7             False   \n",
       " 21                 1-3年  1cb765d37bd0684eff1ae1f928339e0b             False   \n",
       " 22                 3-5年  a378bf20a766208b1c3b7a7f7704bbab             False   \n",
       " 23                 3-5年  c49aec5f6b7e421435b63e879a350991             False   \n",
       " 24                 3-5年  fd8ba1b4a1e28f5057220493e6d369dc             False   \n",
       " 25                5-10年  6b69b564e7d96f6957441703e35c1686             False   \n",
       " 26                 3-5年  49163bd4fa89bf0bdac45f78082742a1             False   \n",
       " 27                5-10年                                               False   \n",
       " 28                 经验不限  d77309e6bf9d7e786f017219b685b3a5             False   \n",
       " 29                 3-5年  e1679bb8bef24bc7698fe5fe740fcb34             False   \n",
       " 30                 3-5年  ef415948e8dab676a7189d1942ecdf2f             False   \n",
       " 31                 3-5年  e1c7b3882d5d2f2a2bf15418f09ba552             False   \n",
       " 32                 经验不限  f087bef9141274bc062c77dccdf71008             False   \n",
       " 33                5-10年  fc03dea07cb6331e7ba75da57627792d             False   \n",
       " 34                 3-5年  0978158a61aedbe64ca882f29d8ed92e             False   \n",
       " 35                 1-3年  1f85cb9fa2d342ded02e1a3cb9420619             False   \n",
       " 36                 3-5年  60ea6e35660181477bf9d1ce05c4cf91             False   \n",
       " 37                5-10年  cb6dc144403f9a2dad6c8496968b0107             False   \n",
       " 38                5-10年  41cedbac181dd6d3e663f14002a40373             False   \n",
       " 39                 3-5年  6afb9e15f4e5174edc219005a98a9d91             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   abbc117ad58582326ee1c099e8f099da                    2   \n",
       " 1   8d01642b818e4e7a9f360dab62b59e34                    2   \n",
       " 2   7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 3   9912715c2187a4bc2982e990dc084411                    2   \n",
       " 4   a1276acf2b8f5534dae63fecfc649d41                    2   \n",
       " 5   0072a9e46b8f5af318a804205eca07ce                    2   \n",
       " 6   f04aa1bee8b9ee7736a9a97efe6aa3ae                    2   \n",
       " 7   6e983622f86339ff6172c091f854d35c                    2   \n",
       " 8   e07b5906b97c0396a79528f6dd52f0e8                    2   \n",
       " 9   e54d574aaec4c97ae3a362ce23913155                    2   \n",
       " 10  7d9de10d9f7b0a9c9941166e65ebdb6f                    2   \n",
       " 11  8c929e0b824bb4e08759aac61f05331e                    2   \n",
       " 12  c819e8883726ef7e8f669bb17ec3d8eb                    2   \n",
       " 13  f107dcb75b6359449f90a7bcfdb96d0e                    2   \n",
       " 14  9de0cf11362eceef1b4fb320fc878e26                    2   \n",
       " 15  964fd08a626ebe9ee4cd5c055e1e05ce                    2   \n",
       " 16  993e0dcb300449637c654f08a5706743                    2   \n",
       " 17  a626034040b7fada0b56c92c19a179cf                    2   \n",
       " 18  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 19  b68f3fb522cc08df9f90a7bcfdb96d0e                    2   \n",
       " 20  7508be018879ec51c94f4d0c9b7b96ae                    2   \n",
       " 21  612d2e8328d1f75dfdb07c5a03f49b8b                    2   \n",
       " 22  5dcae5e5a9192028f4067025f1d6ce6f                    2   \n",
       " 23  90a934dda5606689a3e33bf6eef043a2                    2   \n",
       " 24  d75090b6bbc039018b0ca3877d009dea                    2   \n",
       " 25  16c9e99cc7e10c1f062c1b1ee9c7454d                    2   \n",
       " 26  5da5ef7da479f538ac365a663ca833da                    2   \n",
       " 27                               NaN                  NaN   \n",
       " 28  d4fb2d945cca62082b1d8d3fa16dcfe7                    2   \n",
       " 29  69f5b71232ef6b6204612e645251413c                    2   \n",
       " 30  d755d42d0f910199fd80913a1ceef66a                    2   \n",
       " 31  968f32dd4cc56a0937a1b37a5d2979c7                    2   \n",
       " 32  16b478c56b854de503c3833c24d21b54                    2   \n",
       " 33  bb4167ccc29572bf160b5b344d4ef7b6                    2   \n",
       " 34  6b7cdca14054b992e4cd5c055e1e05ce                    2   \n",
       " 35  aff648644d2a1229fa1c74c9d557610b                    2   \n",
       " 36  76423fd39011221166eeece80d41bfcb                    2   \n",
       " 37  c8d88cedfaaaac0d67766a03c68ce883                    2   \n",
       " 38  0c3ce3e05c3a221bb74cd2e3b8b7dbf6                    2   \n",
       " 39  e470ab469c661ce2e030375514342674                    2   \n",
       " \n",
       "     recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                       陈女士                     人事专员   \n",
       " 1                       张先生                     市场经理   \n",
       " 2                       曾女士                     猎头顾问   \n",
       " 3                       吴女士                    招聘负责人   \n",
       " 4                       胡女士                     招聘专员   \n",
       " 5                       陈女士                       HR   \n",
       " 6                       陈女士                     人事主管   \n",
       " 7                       刘女士                            \n",
       " 8                       王女士                     猎头顾问   \n",
       " 9                       林先生                     猎头顾问   \n",
       " 10                       文饶                     招聘专员   \n",
       " 11                      周先生                    产品负责人   \n",
       " 12                      黎先生                       HR   \n",
       " 13                      江女士                      HRM   \n",
       " 14                      李女士                       招聘   \n",
       " 15                      黄女士                   资深项目经理   \n",
       " 16                      麦女士                   高级HRBP   \n",
       " 17                      王女士                     技术专家   \n",
       " 18                      贺女士                 助理顾问(AC)   \n",
       " 19                      洪女士                     人事专员   \n",
       " 20                      杨女士                     人事经理   \n",
       " 21                      陈女士                  人力资源负责人   \n",
       " 22                      陈女士                            \n",
       " 23                      秦先生                   高级产品经理   \n",
       " 24                      张先生                    项目负责人   \n",
       " 25                      钟先生                     人事经理   \n",
       " 26                      陈女士                     行政主管   \n",
       " 27                      陈映良                  RPO项目经理   \n",
       " 28                      金女士                       hr   \n",
       " 29                      闻先生             人力资源经理（HRBP）   \n",
       " 30                      蒋女士            行政人事主管兼跟单执行主管   \n",
       " 31                      赵女士                            \n",
       " 32                      黄先生                     猎头顾问   \n",
       " 33                      王女士                     猎头顾问   \n",
       " 34                      钱女士                     猎头顾问   \n",
       " 35                      王女士                     猎头顾问   \n",
       " 36                      钟女士                     人事专员   \n",
       " 37                      宋女士                     猎头顾问   \n",
       " 38                      李女士                 高级人力资源经理   \n",
       " 39                      潘女士                   薪酬绩效主管   \n",
       " \n",
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       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " \n",
       "                                            dataParams    comp.compName  \\\n",
       " 0   {\"jobId\":\"41448413\",\"jobKind\":\"2\",\"userId\":\"21...             康臣药业   \n",
       " 1   {\"jobId\":\"57348553\",\"jobKind\":\"2\",\"userId\":\"67...             行致互联   \n",
       " 2   {\"jobId\":\"43422929\",\"jobKind\":\"1\",\"userId\":\"aa...  某国内食品/饮料/酒水上市公司   \n",
       " 3   {\"jobId\":\"44917765\",\"jobKind\":\"1\",\"userId\":\"12...     某广州大型计算机软件公司   \n",
       " 4   {\"jobId\":\"45045347\",\"jobKind\":\"1\",\"userId\":\"a7...     某广州家具/家居上市公司   \n",
       " 5   {\"jobId\":\"45039771\",\"jobKind\":\"1\",\"userId\":\"56...     某大型知名家具/家居公司   \n",
       " 6   {\"jobId\":\"45054073\",\"jobKind\":\"1\",\"userId\":\"d9...      某广州家具家电上市公司   \n",
       " 7   {\"jobId\":\"56015441\",\"jobKind\":\"2\",\"userId\":\"ea...   绿瘦健康产业集团股份有限公司   \n",
       " 8   {\"jobId\":\"57162741\",\"jobKind\":\"2\",\"userId\":\"6b...             星河智联   \n",
       " 9   {\"jobId\":\"33472569\",\"jobKind\":\"2\",\"userId\":\"eb...       康合慢病防治研究中心   \n",
       " 10  {\"jobId\":\"46557423\",\"jobKind\":\"2\",\"userId\":\"a2...             爆米科技   \n",
       " 11  {\"jobId\":\"56606627\",\"jobKind\":\"2\",\"userId\":\"fe...             软通动力   \n",
       " 12  {\"jobId\":\"49115549\",\"jobKind\":\"2\",\"userId\":\"a5...     广州小迈网络科技有限公司   \n",
       " 13  {\"jobId\":\"54238355\",\"jobKind\":\"2\",\"userId\":\"38...            索菲亚家居   \n",
       " 14  {\"jobId\":\"56015599\",\"jobKind\":\"2\",\"userId\":\"ea...   绿瘦健康产业集团股份有限公司   \n",
       " 15  {\"jobId\":\"56991567\",\"jobKind\":\"2\",\"userId\":\"cf...            索菲亚家居   \n",
       " 16  {\"jobId\":\"41293593\",\"jobKind\":\"2\",\"userId\":\"41...             卓术信息   \n",
       " 17  {\"jobId\":\"49695065\",\"jobKind\":\"2\",\"userId\":\"46...   广州数创未来科技信息有限公司   \n",
       " 18  {\"jobId\":\"44638211\",\"jobKind\":\"2\",\"userId\":\"d0...             亮健集团   \n",
       " 19  {\"jobId\":\"57974035\",\"jobKind\":\"2\",\"userId\":\"42...      广州众诺微电子有限公司   \n",
       " 20  {\"jobId\":\"55540905\",\"jobKind\":\"2\",\"userId\":\"62...             至真信息   \n",
       " 21  {\"jobId\":\"53138179\",\"jobKind\":\"2\",\"userId\":\"c4...   广东人工智能与先进计算研究院   \n",
       " 22  {\"jobId\":\"57495869\",\"jobKind\":\"2\",\"userId\":\"c4...   广东人工智能与先进计算研究院   \n",
       " 23  {\"jobId\":\"41342765\",\"jobKind\":\"2\",\"userId\":\"00...           广州乐牛游戏   \n",
       " 24  {\"jobId\":\"41342655\",\"jobKind\":\"2\",\"userId\":\"00...           广州乐牛游戏   \n",
       " 25  {\"jobId\":\"56876941\",\"jobKind\":\"2\",\"userId\":\"c8...             朗润集团   \n",
       " 26  {\"jobId\":\"51415121\",\"jobKind\":\"2\",\"userId\":\"30...             中视信息   \n",
       " 27  {\"jobId\":\"43825103\",\"jobKind\":\"1\",\"userId\":\"90...     某广州生活服务O2O公司   \n",
       " 28  {\"jobId\":\"52637711\",\"jobKind\":\"2\",\"userId\":\"4a...              道一云   \n",
       " 29  {\"jobId\":\"53814333\",\"jobKind\":\"2\",\"userId\":\"4a...              道一云   \n",
       " 30  {\"jobId\":\"56258701\",\"jobKind\":\"2\",\"userId\":\"ad...             赛意信息   \n",
       " 31  {\"jobId\":\"51647659\",\"jobKind\":\"2\",\"userId\":\"4a...              道一云   \n",
       " 32  {\"jobId\":\"53437269\",\"jobKind\":\"2\",\"userId\":\"a5...              道一云   \n",
       " 33  {\"jobId\":\"33840341\",\"jobKind\":\"2\",\"userId\":\"7d...             润都股份   \n",
       " 34  {\"jobId\":\"57770469\",\"jobKind\":\"2\",\"userId\":\"58...            SHEIN   \n",
       " 35  {\"jobId\":\"57380389\",\"jobKind\":\"2\",\"userId\":\"92...             磐世科技   \n",
       " 36  {\"jobId\":\"44287019\",\"jobKind\":\"1\",\"userId\":\"cf...            某知名公司   \n",
       " 37  {\"jobId\":\"36202897\",\"jobKind\":\"2\",\"userId\":\"ec...  联通(广东)产业互联网有限公司   \n",
       " 38  {\"jobId\":\"56493805\",\"jobKind\":\"2\",\"userId\":\"e3...  文峰荟(广州)企业管理有限公司   \n",
       " 39  {\"jobId\":\"53989593\",\"jobKind\":\"2\",\"userId\":\"14...     上海寻梦信息技术有限公司   \n",
       " \n",
       "     comp.compId comp.compScale                    comp.compLogo  \\\n",
       " 0     2896007.0     2000-5000人  5bfe92b574719d9f609a792b03a.png   \n",
       " 1    13073073.0       100-499人  621326142d9e311f5012350303u.png   \n",
       " 2           NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3           NaN       500-999人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 4           NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5           NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6           NaN       10000人以上  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7     2683308.0    5000-10000人  63f6c4677e3d5966c1356dcc04u.png   \n",
       " 8    12518807.0       100-499人  61a8328708dd5638aa9ca74806u.png   \n",
       " 9     8722676.0       100-499人  5ce4f613d3ced448645c698601u.png   \n",
       " 10   10239197.0       500-999人  60646aae992c4240ea9983b905u.png   \n",
       " 11    7865459.0       10000人以上  5bfe90cf74719d35745ab55f03a.png   \n",
       " 12    8593981.0       500-999人  61ea13934a8b1628bab2c02e05u.png   \n",
       " 13    1416243.0       10000人以上  62a1b6054b23010d43da188703u.png   \n",
       " 14    2683308.0    5000-10000人  63f6c4677e3d5966c1356dcc04u.png   \n",
       " 15    1416243.0       10000人以上  62a1b6054b23010d43da188703u.png   \n",
       " 16    9249321.0         50-99人  60f919edecacff0bd07ea1c308u.jpg   \n",
       " 17   13216605.0       100-499人  61b07937d0458d53c627567e02u.jpg   \n",
       " 18    8947527.0       500-999人  5fd9ac8a1721db2a11d6bfe501u.png   \n",
       " 19    9481726.0       100-499人  5fffec85f7c9ec4dfc5cd10105u.png   \n",
       " 20    8835306.0       100-499人  5de9b7cf276e4871f4155d2a08u.jpg   \n",
       " 21   13000709.0       100-499人  620371dcd165a7223961e4c503u.png   \n",
       " 22   13000709.0       100-499人  620371dcd165a7223961e4c503u.png   \n",
       " 23    8166526.0       500-999人  624a9b1378302f2c469582d607u.png   \n",
       " 24    8166526.0       500-999人  624a9b1378302f2c469582d607u.png   \n",
       " 25    8051983.0       100-499人  621eda48160f6209a1f5e5f906u.png   \n",
       " 26   12274147.0       100-499人  6094e88edf45a46a965afffc07u.png   \n",
       " 27          NaN       100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28    8142858.0       500-999人  5dedef6acd52473b94f8ac3a02u.png   \n",
       " 29    8142858.0       500-999人  5dedef6acd52473b94f8ac3a02u.png   \n",
       " 30     170110.0     2000-5000人  5d1ea8a63ee8b11dd4aa762703u.png   \n",
       " 31    8142858.0       500-999人  5dedef6acd52473b94f8ac3a02u.png   \n",
       " 32    8142858.0       500-999人  5dedef6acd52473b94f8ac3a02u.png   \n",
       " 33    8179995.0     1000-2000人  5a8fab848e50a4ca3814b5a205a.png   \n",
       " 34    8706847.0    5000-10000人  5c64c511261c45f22d50d39303u.png   \n",
       " 35   13448295.0                 61b07937d0458d53c627567e02u.jpg   \n",
       " 36          NaN       100-499人  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37    9095103.0     1000-2000人  6030a6c1701c060c94ace27002u.png   \n",
       " 38   13297665.0       500-999人  634f899ab0584d35822417cb06u.png   \n",
       " 39    8537928.0    5000-10000人  5bfea00c74719d2aa34be33603a.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0                 制药   https://www.liepin.com/company/2896007/   \n",
       " 1              计算机软件  https://www.liepin.com/company/13073073/   \n",
       " 2           食品/饮料/酒水                                             \n",
       " 3              计算机软件                                             \n",
       " 4              家具/家居                                             \n",
       " 5              家具/家居                                             \n",
       " 6              家具/家居                                             \n",
       " 7               医疗机构   https://www.liepin.com/company/2683308/   \n",
       " 8               人工智能  https://www.liepin.com/company/12518807/   \n",
       " 9               医疗机构   https://www.liepin.com/company/8722676/   \n",
       " 10              电子商务  https://www.liepin.com/company/10239197/   \n",
       " 11               互联网   https://www.liepin.com/company/7865459/   \n",
       " 12             计算机软件   https://www.liepin.com/company/8593981/   \n",
       " 13             家具/家居   https://www.liepin.com/company/1416243/   \n",
       " 14              医疗机构   https://www.liepin.com/company/2683308/   \n",
       " 15             家具/家居   https://www.liepin.com/company/1416243/   \n",
       " 16              科技金融   https://www.liepin.com/company/9249321/   \n",
       " 17             计算机软件  https://www.liepin.com/company/13216605/   \n",
       " 18              电子商务   https://www.liepin.com/company/8947527/   \n",
       " 19       电子/半导体/集成电路   https://www.liepin.com/company/9481726/   \n",
       " 20               互联网   https://www.liepin.com/company/8835306/   \n",
       " 21       电子/半导体/集成电路  https://www.liepin.com/company/13000709/   \n",
       " 22       电子/半导体/集成电路  https://www.liepin.com/company/13000709/   \n",
       " 23                游戏   https://www.liepin.com/company/8166526/   \n",
       " 24                游戏   https://www.liepin.com/company/8166526/   \n",
       " 25           房地产开发经营   https://www.liepin.com/company/8051983/   \n",
       " 26             计算机软件  https://www.liepin.com/company/12274147/   \n",
       " 27           生活服务O2O                                             \n",
       " 28             计算机软件   https://www.liepin.com/company/8142858/   \n",
       " 29             计算机软件   https://www.liepin.com/company/8142858/   \n",
       " 30             计算机软件    https://www.liepin.com/company/170110/   \n",
       " 31             计算机软件   https://www.liepin.com/company/8142858/   \n",
       " 32             计算机软件   https://www.liepin.com/company/8142858/   \n",
       " 33                制药   https://www.liepin.com/company/8179995/   \n",
       " 34               互联网   https://www.liepin.com/company/8706847/   \n",
       " 35               NaN  https://www.liepin.com/company/13448295/   \n",
       " 36           在线社交/媒体                                             \n",
       " 37               互联网   https://www.liepin.com/company/9095103/   \n",
       " 38              电子商务  https://www.liepin.com/company/13297665/   \n",
       " 39               消费品   https://www.liepin.com/company/8537928/   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  ...  \\\n",
       " 0                                       [excel, word]                  ...   \n",
       " 1   [IT互联网, 通讯/网络设备, SaaS系统, 产品规划, 产品设计, 移动端产品, Ax...                  ...   \n",
       " 2                                                  []             NaN  ...   \n",
       " 3   [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 团...             NaN  ...   \n",
       " 4                                        [后台产品, to B]             NaN  ...   \n",
       " 5                              [产品经理, MCS系统, B2B报价系统]             NaN  ...   \n",
       " 6   [ERP产品, CRM产品, 后台产品, 中台产品, CRM系统, to B, to C, ...             NaN  ...   \n",
       " 7   [财务产品, 供应链产品, 工具产品, OA产品, IT互联网, 产品设计, 用户研究, 产...                  ...   \n",
       " 8               [智能硬件, 汽车行业, 房地产行业, 用户研究, 产品规划, 产品设计]                  ...   \n",
       " 9               [医疗, 大健康, 慢病, 治未病, 专科医生, 执业医师证, 医学产品]                  ...   \n",
       " 10   [电子商务, 家具设计, 产品规划, 欧美风格, 轻奢风格, 实木家具, 板木家具, 软体家具]                  ...   \n",
       " 11  [SaaS系统, IT互联网, 通讯/网络设备, 产品规划, 产品设计, 竞品分析, 需求调...                  ...   \n",
       " 12  [商业产品, 工具产品, 策略产品, to C, 团队管理, 交互设计, 产品优化, 产品设...                  ...   \n",
       " 13  [后台产品, 制造业, 需求分析, 产品规划, 产品设计, 需求管理, CRM产品, to ...                  ...   \n",
       " 14  [资讯产品, 供应链产品, 工具产品, 财务产品, 医疗行业, 医院, IT互联网, 产品设...                  ...   \n",
       " 15                                 [产品经理, 报价系统, 订单管理]                  ...   \n",
       " 16                                             [数据分析]                  ...   \n",
       " 17                                       [用户研究, 产品设计]                  ...   \n",
       " 18             [产品设计, axure, visio, xmind, erp, 需求分析]                  ...   \n",
       " 19                                                 []                  ...   \n",
       " 20                                      [工具产品, 移动端产品]                  ...   \n",
       " 21                                  [传感器, 模拟芯片, 数字芯片]                  ...   \n",
       " 22                           [信号测量, 雷达配套, 无线通信, 仪器设备]                  ...   \n",
       " 23                                                 []                  ...   \n",
       " 24                                                 []                  ...   \n",
       " 25                                      [计算机软件, 团队管理]                  ...   \n",
       " 26                  [产品经理, 智能硬件产品, 智能硬件, 车载产品, 行车记录仪]                  ...   \n",
       " 27                                           [操作系统产品]             NaN  ...   \n",
       " 28                                 [数据产品, 商业产品, 产品规划]                  ...   \n",
       " 29                                 [数据产品, 商业产品, 产品规划]                  ...   \n",
       " 30  [数据产品, 电商产品, 工具产品, SaaS产品, 医疗行业, SaaS系统, 家电行业,...                  ...   \n",
       " 31                                       [数据分析, 软件开发]                  ...   \n",
       " 32                             [数据产品经理, 数据可视化, 大数据平台]                  ...   \n",
       " 33                                                 []                  ...   \n",
       " 34  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 需...                  ...   \n",
       " 35                                             [数据分析]                  ...   \n",
       " 36                                      [工具产品, 商业化产品]             NaN  ...   \n",
       " 37                                 [数据产品, b端产品, 内容产品]                  ...   \n",
       " 38             [产品设计, 需求分析, 跨境电商, ERP系统, to C, 供应链产品]                  ...   \n",
       " 39         [平台产品, 财务产品, 产品设计, 产品规划, 需求分析, 用户研究, 数据分析]                  ...   \n",
       " \n",
       "    job.requireEduLevel  job.requireWorkYears  \\\n",
       " 0                   本科                  3-5年   \n",
       " 1                   本科                 5-10年   \n",
       " 2                 统招本科                  3-5年   \n",
       " 3                本科及以上                 5-10年   \n",
       " 4                大专及以上                  经验不限   \n",
       " 5                本科及以上                  1-3年   \n",
       " 6                本科及以上                  3-5年   \n",
       " 7                   本科                  3-5年   \n",
       " 8                 统招本科                 5-10年   \n",
       " 9                   硕士                  3-5年   \n",
       " 10                  本科                  1-3年   \n",
       " 11                  本科                 5-10年   \n",
       " 12                统招本科                 5-10年   \n",
       " 13                  本科                  3-5年   \n",
       " 14                  本科                  3-5年   \n",
       " 15                  本科                  3-5年   \n",
       " 16                  本科                  1-3年   \n",
       " 17                学历不限                  3-5年   \n",
       " 18                  大专                  1-3年   \n",
       " 19                  本科                  3-5年   \n",
       " 20                  本科                  1-3年   \n",
       " 21                统招本科                 5-10年   \n",
       " 22                  本科                 5-10年   \n",
       " 23                  本科                  3-5年   \n",
       " 24                  本科                  1-3年   \n",
       " 25                  本科                  3-5年   \n",
       " 26                  大专                 5-10年   \n",
       " 27                统招本科                 5-10年   \n",
       " 28                  本科                  3-5年   \n",
       " 29                  本科                  3-5年   \n",
       " 30                  大专                 5-10年   \n",
       " 31                  本科                 5-10年   \n",
       " 32                  本科                  3-5年   \n",
       " 33                  本科                  3-5年   \n",
       " 34                  本科                 5-10年   \n",
       " 35                  本科                  3-5年   \n",
       " 36               本科及以上                  3-5年   \n",
       " 37                统招本科                  3-5年   \n",
       " 38                统招本科                  3-5年   \n",
       " 39                  本科                  3-5年   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   21c9e14418535fd7424f107b1fb18382             False   \n",
       " 1   6753dcdc8fb92609fc5d662766da2fde             False   \n",
       " 2   aa4f73d5fa46a478d7ea53f66134e42e             False   \n",
       " 3   12906f325e579ac0aa1019b70687d78c             False   \n",
       " 4   a791d3a2e13c61c929b1c22268864e18             False   \n",
       " 5   565849ded1b9b95e377539f79c05e41c             False   \n",
       " 6   d98c9248cfec5a9733a554c03f7cc70e             False   \n",
       " 7   ea88e5303f9fbbbc85ef3e6450714fb1             False   \n",
       " 8   6b815cc58b4b68ff38949a30276a8416             False   \n",
       " 9   eb1ba16168084c7f26d13a142635efaf             False   \n",
       " 10  a2d2354bf657634e4912f8ab59d2cc03             False   \n",
       " 11  fe24aecc44b4f179475fcf6ab4589881             False   \n",
       " 12  a5731b492b5bb40eea331108823ef5d3             False   \n",
       " 13  38817296fede050aa6d7b191a3e2408e             False   \n",
       " 14  ea88e5303f9fbbbc85ef3e6450714fb1             False   \n",
       " 15  cf4f00536733a3d4bedcbc726a663031             False   \n",
       " 16  41a7ab5db2267b7a7086e5281ecdcd6d             False   \n",
       " 17  463e2df52f9ab5b571159a20eb53ed1a             False   \n",
       " 18  d065b1daa7bcb84ae6c40ac9e0b1d9fc             False   \n",
       " 19  42614c1d2d4821e988857d37f29c3fd3             False   \n",
       " 20  626782c0f12b3069230926edcca89924             False   \n",
       " 21  c450ca2cf72a17c0348881383982b75b             False   \n",
       " 22  c450ca2cf72a17c0348881383982b75b             False   \n",
       " 23  0042dacfb48178e98761eb2ffb64e351             False   \n",
       " 24  0042dacfb48178e98761eb2ffb64e351             False   \n",
       " 25  c83bbe2e6fac3775f3241da256aa71ed             False   \n",
       " 26  3008edc8b1b12656a3c5bc684e468568             False   \n",
       " 27  908f6e341c71e009641705fb76543114             False   \n",
       " 28  4ad75ecd89e32877fcd16fe8bd12236f             False   \n",
       " 29  4ad75ecd89e32877fcd16fe8bd12236f             False   \n",
       " 30  ad7f05764eaec0a6d4c0880b167d58c5             False   \n",
       " 31  4ad75ecd89e32877fcd16fe8bd12236f             False   \n",
       " 32  a505aa403a0d8d3169e72b18c4861d86             False   \n",
       " 33  7d9f1e0eac13331dcf5413ac9057dd6d             False   \n",
       " 34  58d70b7e9ad43b96b251936dcfe36d4c             False   \n",
       " 35  92eddec81c3c0d69b56d64bdac13174c             False   \n",
       " 36  cfafdb70a6bdfa55e326bca23cbda211             False   \n",
       " 37  ec9218078fe56078643873581a669533             False   \n",
       " 38  e36552938188a1aad74c93eafadb8eb7             False   \n",
       " 39  140412b525a1b5324c7f077529767bbe             False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      顾女士                     HRBP   \n",
       " 1                      陈女士                       HR   \n",
       " 2                      刘女士                     猎头顾问   \n",
       " 3                      曾女士                     猎头顾问   \n",
       " 4                      丁女士                     猎头顾问   \n",
       " 5                      王女士                     猎头顾问   \n",
       " 6                      沈女士                     猎头顾问   \n",
       " 7                      李女士                   HRBP政委   \n",
       " 8                      温女士                     HRBP   \n",
       " 9                      张先生                    招聘负责人   \n",
       " 10                     梁女士                     hrbp   \n",
       " 11                     陈女士                   高级招聘顾问   \n",
       " 12                     容女士                  人力资源部经理   \n",
       " 13                     任先生                   人力资源主管   \n",
       " 14                     李女士                   HRBP政委   \n",
       " 15                     李女士                 高级人力资源主管   \n",
       " 16                     陈女士             广州卓术信息科技有限公司   \n",
       " 17                     苏女士                   人事行政主管   \n",
       " 18                     李女士                     招聘专员   \n",
       " 19                     陈女士                     HRBP   \n",
       " 20                     康女士                       招聘   \n",
       " 21                     潘女士                     招聘主管   \n",
       " 22                     潘女士                     招聘主管   \n",
       " 23                     吴女士                       HR   \n",
       " 24                     吴女士                       HR   \n",
       " 25                     陈女士                  人力资源副总监   \n",
       " 26                     王女士                            \n",
       " 27                     洪女士                     猎头顾问   \n",
       " 28                     罗女士                    ssc经理   \n",
       " 29                     罗女士                    ssc经理   \n",
       " 30                     陈女士                     人力资源   \n",
       " 31                     罗女士                    ssc经理   \n",
       " 32                     吴女士                     HRBP   \n",
       " 33                     谢女士                     招聘经理   \n",
       " 34                     陈女士                招聘主管/招聘经理   \n",
       " 35                     邓先生                            \n",
       " 36                     王先生                     猎头顾问   \n",
       " 37                     李先生                人力资源经理/主管   \n",
       " 38                     王女士                     人事专员   \n",
       " 39                     张女士                       HR   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   eafa351d68e009ae02f523e94e784db2                    2   \n",
       " 1   56f112417fac127ee77954e2c72cabb6                    2   \n",
       " 2   e4fea19eecda0ad1abeac3dd985c228e                    2   \n",
       " 3   f05f38919408652c9427b88c78d2ff1f                    2   \n",
       " 4   fdc436fa10a0bc822980490a0cdf2257                    2   \n",
       " 5   9f14288df001c0c215bfaefec8d20490                    2   \n",
       " 6   1fe107e2091b37f9337193710fe42056                    2   \n",
       " 7   f5bbbdcf559415be947e89eb780464e7                    2   \n",
       " 8   58c074a4de1787e1e4cd5c055e1e05ce                    2   \n",
       " 9   0462e32cb3e85c832982e990dc084411                    2   \n",
       " 10  b9f180babb88d8c1d6a9d1214a39013b                    2   \n",
       " 11  7ccfc2557f491f6364d60f7256455132                    2   \n",
       " 12  306b42532355a96f527a3bdaa9ebdbbf                    2   \n",
       " 13  f899c1627eb21e004383db9bf147ecbd                    2   \n",
       " 14  f5bbbdcf559415be947e89eb780464e7                    2   \n",
       " 15  1d3b4be7d1f41e704a7a04e7d95591ea                    2   \n",
       " 16  abdc4a6288cb408c67afc08fad36a30d                    2   \n",
       " 17  521c466e5a593a52416531f89b829049                    2   \n",
       " 18  a7c1274d81ffbd5c8fa263ed17de85b1                    2   \n",
       " 19  5ead945b873b4e790eae969ce9a54d02                    2   \n",
       " 20  419e123d9f6bdaed6dadb487287a091a                    2   \n",
       " 21  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 22  42eb707943fc4de9f4d86ae938b4bcb8                    2   \n",
       " 23  03e8d37d540f7aacac365a663ca833da                    2   \n",
       " 24  03e8d37d540f7aacac365a663ca833da                    2   \n",
       " 25  bb39be3c1547ed4acb0cf015ca0a4162                    2   \n",
       " 26  1fe1f195fb9b578b4036597854bcf58c                    2   \n",
       " 27  576e1bf1ecb5cf7a01ab80e4a8b96567                    2   \n",
       " 28  3710f9bad2f995196b15966466d2d9d8                    2   \n",
       " 29  3710f9bad2f995196b15966466d2d9d8                    2   \n",
       " 30  4a3ed8ff93224fac4a7a04e7d95591ea                    2   \n",
       " 31  3710f9bad2f995196b15966466d2d9d8                    2   \n",
       " 32  743806cafe8113287d9249b687d4adef                    2   \n",
       " 33  733590aa3299bcdf45913e3a4abf94f3                    2   \n",
       " 34  4031a8b6ac29071dd1ab17cab7c5f1ad                    2   \n",
       " 35  d0ada58a7dbfa796816841a4612c5b46                    2   \n",
       " 36  ad7eaafa8ca25b964036597854bcf58c                    2   \n",
       " 37  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 38  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 39  4e6676c48020588a937a45d7910778f0                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    57995adc45ce9c78fdc273c105a.jpg            NaN  \n",
       " 1    5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 2   634f98dfef91294ce84442fc08u.jpeg            已上市  \n",
       " 3    63f76464db94980a1120e1e802u.png          融资未公开  \n",
       " 4    63feac4e2603ef56757506a408u.png            已上市  \n",
       " 5    5d541bac4ebeb1284dfb924f06u.jpg            已上市  \n",
       " 6    5f9a26990c57e56b1d081a7d05u.jpg            已上市  \n",
       " 7    63e63f4c514e04107e341e8505u.png            NaN  \n",
       " 8    5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 9    5cf61c8f501544662c8dbdd707u.png             A轮  \n",
       " 10   5f8f9863f6d1ab58476f246a08u.jpg             B轮  \n",
       " 11   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg             B轮  \n",
       " 13   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市  \n",
       " 14   63e63f4c514e04107e341e8505u.png            NaN  \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市  \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg          融资未公开  \n",
       " 17   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 18   5f8f98648dbe6273dcf8515508u.jpg           战略投资  \n",
       " 19   5f8f98648dbe6273dcf8515508u.jpg             A轮  \n",
       " 20   5de9b8bfcd52473b94f2fba308u.jpg             A轮  \n",
       " 21   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 22   5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 23   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 24   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 25   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 26   5f8f9865ea60860b75384fa508u.jpg          融资未公开  \n",
       " 27   63772fa79fd69002566ce77e03u.png          融资未公开  \n",
       " 28   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 30   61440974765bb5167c238a3902u.jpg          创业板上市  \n",
       " 31   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 32   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       " 33   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市  \n",
       " 34   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 35   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 36   61f1193429da04039cf1a74d03u.png          不需要融资  \n",
       " 37   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 39   5f8f9865ea60860b75384fa508u.jpg            已上市  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"5e5d95960f37ddf6882b84a174d57208\",\"im...   \n",
       " 1   {\"imId\":\"a61862949e43787a337193710fe42056\",\"im...   \n",
       " 2   {\"imId\":\"40875028331634a054f897cc91b0c405\",\"im...   \n",
       " 3   {\"imId\":\"dbcd6e0284e53acce474946c099a7055\",\"im...   \n",
       " 4   {\"imId\":\"1f4a7348af1d77c22edea88818754a96\",\"im...   \n",
       " 5   {\"imId\":\"435f06ad3d696c9b05cd690f9a5023eb\",\"im...   \n",
       " 6   {\"imId\":\"dc59087754abc8142f0021fc381f9c45\",\"im...   \n",
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       " 29  {\"imId\":\"86afae726a39c309ee7b65a82243fe9b\",\"im...   \n",
       " 30  {\"imId\":\"9faebb545382f361ee7b65a82243fe9b\",\"im...   \n",
       " 31  {\"imId\":\"d14c86058ed435fa62f6540bf442d9e7\",\"im...   \n",
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       " \n",
       "                                              dataInfo  \\\n",
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       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0      [财务产品, AI人工智能产品, 用户研究, 团队管理, 产品优化, 产品设计, 数据分析]  20230412110555   \n",
       " 1                                                  []  20230421101207   \n",
       " 2                                      [产品经理, B端产品经理]  20230420161859   \n",
       " 3                                                  []  20230421090946   \n",
       " 4   [数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 产品优化, 需求分析, 需求...  20230410115434   \n",
       " 5   [AI人工智能产品, 策略产品, 医疗行业, 医院, 人工智能, 产品规划, 用户研究, 需...  20230201075612   \n",
       " 6                [社交产品, 社区产品, 社交网络, 数据分析, 需求分析, 用户研究]  20230421080033   \n",
       " 7                [策略产品, 商业产品, 数据产品, 装修装饰, 数据分析, 数据挖掘]  20230419161204   \n",
       " 8                        [采购, 物流快递, 团队管理, 需求管理, 产品设计]  20230420161859   \n",
       " 9   [平台产品, 中台产品, SaaS产品, SaaS系统, to B, 产品设计, 产品规划,...  20230309093923   \n",
       " 10  [产品规划, 产品设计, to B, 流程设计, 原型设计, 需求分析, SaaS产品, 中...  20230419095930   \n",
       " 11  [SaaS产品, 批发/零售, SaaS系统, CRM系统, 医疗卫生/医药, ERP系统,...  20230421102759   \n",
       " 12  [增长产品, 数据产品, 策略产品, 房地产行业, 智能硬件, IT互联网, 音乐行业, 家...  20230410135737   \n",
       " 13                  [中医, 中药, 医疗行业, 市场调研, 专家网络建设, 处方药]  20230413092058   \n",
       " 14                                                 []  20230419084356   \n",
       " 15                                                 []  20230413165824   \n",
       " 16                                                 []  20230420090353   \n",
       " 17                           [支付行业, 支付产品, 聚合支付, 产品规划]  20230210114900   \n",
       " 18                                         [化妆品, 快消品]  20230207192955   \n",
       " 19                                  [物联感知云, 物联网, 大数据]  20230420110347   \n",
       " 20                                         [云网编排, 电信]  20230421091109   \n",
       " 21                               [智能载荷, 视觉感知系统, 无人驾驶]  20230309181703   \n",
       " 22                     [数据产品, 产品设计, 用户研究, 产品规划, 团队管理]  20230203112404   \n",
       " 23       [数据产品, 直播/视频产品, IT互联网, 直播, 用户研究, 产品规划, 团队管理]  20221109143804   \n",
       " 24  [AI人工智能产品, 数据产品, 中台产品, 人工智能, IT互联网, 团队管理, 用户研究...  20230413101033   \n",
       " 25  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 用户研究, 产...  20230322160351   \n",
       " 26  [客户端产品, 工具产品, 计算机软件, 产品设计, 交互设计, 原型设计, 用户研究, 产...  20230421091109   \n",
       " 27              [数据产品, 工具产品, 平台产品, 供应链产品, 数据分析, 团队管理]  20230213181412   \n",
       " 28          [区块链, 电子商务, 游戏行业, to B, to C, 电商产品, 游戏产品]  20221214165104   \n",
       " 29  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...  20230413113953   \n",
       " 30   [智慧城市, 产品设计, 产品规划, 产品优化, 原型设计, 需求分析, 竞品分析, 团队管理]  20230403150516   \n",
       " 31                               [to C, 移动端产品, IT互联网]  20230420110347   \n",
       " 32                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230421073117   \n",
       " 33  [CRM产品, CRM系统, 电子商务, to C, 产品设计, 产品优化, Axure, ...  20230421085840   \n",
       " 34   [数据产品, 电商产品, 商业产品, 人工智能, 电子商务, 团队管理, 产品规划, 产品优化]  20230420173942   \n",
       " 35  [策略产品, 数据产品, 医疗设备/器械, 医疗行业, 产品规划, 产品设计, 竞品分析, ...  20230419101837   \n",
       " 36                                                 []  20230403113728   \n",
       " 37  [商业产品, 数据产品, to C, to B, web端产品, 产品设计, 产品规划, 用...  20230322100328   \n",
       " 38  [AI人工智能产品, 数据产品, 人工智能, 智能硬件, 智慧城市, 用户研究, 产品规划,...  20230413085935   \n",
       " 39              [支付产品, 平台产品, 支付行业, IT互联网, 产品规划, 产品设计]  20230308152231   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                      job.title  \\\n",
       " 0        False           2  57326451                         IT产品经理   \n",
       " 1        False           2  52584585                       产品经理（广州）   \n",
       " 2        False           2  45437305           B端供应链产品经理 (MJ003688)   \n",
       " 3        False           2  52754703                         医药产品经理   \n",
       " 4        False           2  57655575  B端产品经理（供应商系统/面料系统） (MJ008076)   \n",
       " 5        False           2  55683789                      医疗信息化产品经理   \n",
       " 6        False           2  40643241                        产品经理-海外   \n",
       " 7        False           2  52950735                           产品经理   \n",
       " 8        False           2  46056369     B端供应链产品经理（采购系统） (MJ005419)   \n",
       " 9        False           2  56644127                           产品经理   \n",
       " 10       False           2  45433501                         b端产品经理   \n",
       " 11       False           2  57829843                           产品经理   \n",
       " 12       False           2  57658491                 ZNXT-产品经理（IoT）   \n",
       " 13       False           1  45253051                         高级产品经理   \n",
       " 14       False           2  54094527                      产品经理（快消品）   \n",
       " 15       False           1  43379905                         医药产品经理   \n",
       " 16       False           1  44908943                           产品经理   \n",
       " 17       False           1  43372207               （央企下属单位）企业支付产品经理   \n",
       " 18       False           1  43267745          美资快消外企化妆品产品经理-行业龙头-正编   \n",
       " 19       False           1  44149953                           产品经理   \n",
       " 20       False           2  56928029                           产品经理   \n",
       " 21       False           2  54965581            高级产品经理（视觉感知系统、智能载荷）   \n",
       " 22       False           2  50096267                           产品经理   \n",
       " 23       False           2  53756011                  高级产品经理(D1372)   \n",
       " 24       False           1  44015825                        AI产品经理岗   \n",
       " 25       False           2  57200591                           产品经理   \n",
       " 26       False           2  57420335                     产品经理（交通物流）   \n",
       " 27       False           1  43449541              数据产品经理-经营分析及供应链方向   \n",
       " 28       False           2  54956383                           产品经理   \n",
       " 29       False           2  56317241                  产品经理（物联感知云平台）   \n",
       " 30       False           2  56347205                           产品经理   \n",
       " 31       False           1  44561575                           产品经理   \n",
       " 32       False           1  43987981                       数据中台产品经理   \n",
       " 33       False           2  54800463                 产品经理(crm/scrm)   \n",
       " 34       False           1  44420073               数据产品经理（要会Python）   \n",
       " 35       False           2  56011925                  产品经理（医疗器械/设备）   \n",
       " 36       False           2  53229199                         区域产品经理   \n",
       " 37       False           2  55132049                         高级产品经理   \n",
       " 38       False           1  45221833                           产品经理   \n",
       " 39       False           2  28552653                           产品经理   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ... recruiter.recruiterTitle  \\\n",
       " 0                                   ...                人事行政中心负责人   \n",
       " 1                                   ...                            \n",
       " 2                                   ...                     ITBP   \n",
       " 3                                   ...                     人事主管   \n",
       " 4                                   ...                            \n",
       " 5                                   ...                     招聘经理   \n",
       " 6                                   ...                     HRBP   \n",
       " 7                                   ...                     招聘管理   \n",
       " 8                                   ...                     ITBP   \n",
       " 9                                   ...                     组织发展   \n",
       " 10                                  ...                     hrbp   \n",
       " 11                                  ...                   人力资源主管   \n",
       " 12                                  ...                    顾问(C)   \n",
       " 13             NaN             NaN  ...                     猎头顾问   \n",
       " 14                                  ...                            \n",
       " 15             NaN             NaN  ...                     猎头顾问   \n",
       " 16             NaN             NaN  ...                     猎头顾问   \n",
       " 17             NaN             NaN  ...                     猎头顾问   \n",
       " 18             NaN             NaN  ...                     猎头顾问   \n",
       " 19             NaN             NaN  ...                     猎头顾问   \n",
       " 20                                  ...                     招聘管理   \n",
       " 21                                  ...                     招聘主管   \n",
       " 22                                  ...             人力资源伙伴(HRBP)   \n",
       " 23                                  ...                     招聘经理   \n",
       " 24             NaN             NaN  ...                     猎头顾问   \n",
       " 25                                  ...                            \n",
       " 26                                  ...                     招聘管理   \n",
       " 27             NaN             NaN  ...                     猎头顾问   \n",
       " 28                                  ...                     项目经理   \n",
       " 29                                  ...                     招聘经理   \n",
       " 30                                  ...                     招聘经理   \n",
       " 31             NaN             NaN  ...                     猎头顾问   \n",
       " 32             NaN             NaN  ...                     猎头顾问   \n",
       " 33                                  ...                     招聘经理   \n",
       " 34             NaN             NaN  ...                     猎头顾问   \n",
       " 35                                  ...                   人力行政经理   \n",
       " 36                                  ...                     HRBP   \n",
       " 37                                  ...           Office Manager   \n",
       " 38             NaN             NaN  ...                     猎头顾问   \n",
       " 39                                  ...                       HR   \n",
       " \n",
       "    recruiter.chatted          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0              False   5f8f9865ea60860b75384fa508u.jpg    5000-10000人   \n",
       " 1              False   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 2              False   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人   \n",
       " 3              False   5f8f9863f6d1ab58476f246a08u.jpg         50-99人   \n",
       " 4              False   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 5              False   5f8f9865ea60860b75384fa508u.jpg       10000人以上   \n",
       " 6              False   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 7              False   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 8              False   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人   \n",
       " 9              False   54db0b2ca3107aece113c27302c.jpg     2000-5000人   \n",
       " 10             False   60e2a9aff78b2941fbec905904u.png       100-499人   \n",
       " 11             False   5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 12             False   5f8f98648dbe6273dcf8515508u.jpg     1000-2000人   \n",
       " 13             False   5cb9682c77e758244362b74c01u.jpg       100-499人   \n",
       " 14             False   5f8f9866dfb13a7dee342f1808u.jpg     1000-2000人   \n",
       " 15             False   60f7ed95637eaf688fd1c84508u.jpg       100-499人   \n",
       " 16             False  63feb4168215c0586b782b5306u.jpeg       100-499人   \n",
       " 17             False   63416651e3c2761898a3f22005u.png    5000-10000人   \n",
       " 18             False   62c6abbf1551f613ff3fa49a08u.png    5000-10000人   \n",
       " 19             False   625e53869833cb6794f4c16304u.png       500-999人   \n",
       " 20             False   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 21             False   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 22             False   5f8f986779c7cc70efbf36c008u.jpg       10000人以上   \n",
       " 23             False   6106a9fe48da465f18e079fa02u.png       500-999人   \n",
       " 24             False   61b9a74a71d0446f813181ce05u.jpg       500-999人   \n",
       " 25             False   5f8f9866dfb13a7dee342f1808u.jpg     2000-5000人   \n",
       " 26             False   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 27             False   62e91f79387847296928258f04u.jpg     1000-2000人   \n",
       " 28             False   5f8f986c79c7cc70efbf36c808u.jpg          1-49人   \n",
       " 29             False   5f8f986aea60860b75384fab08u.jpg       500-999人   \n",
       " 30             False   631f9564b250f916161d323201u.png     2000-5000人   \n",
       " 31             False   625e53869833cb6794f4c16304u.png       100-499人   \n",
       " 32             False   60c86527d446c84fa51928c303u.jpg       500-999人   \n",
       " 33             False   5f8f986c79c7cc70efbf36c808u.jpg     2000-5000人   \n",
       " 34             False   5f8fa3bc8dbe6273dcf85e5e08u.png     2000-5000人   \n",
       " 35             False   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 36             False   5be945038e50de530bc5c87504a.jpg     2000-5000人   \n",
       " 37             False   5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 38             False   61501dadcf573a724668629006u.png       100-499人   \n",
       " 39             False   5f8f986bdfb13a7dee342f2108u.jpg    5000-10000人   \n",
       " \n",
       "        comp.compName comp.compIndustry comp.compId  \\\n",
       " 0       时代中国控股集团有限公司           房地产开发经营   2250604.0   \n",
       " 1       浙江仙琚制药股份有限公司                制药    862547.0   \n",
       " 2              SHEIN               互联网   8706847.0   \n",
       " 3               朗臣医疗                制药  13207877.0   \n",
       " 4              SHEIN               互联网   8706847.0   \n",
       " 5                 浪潮              IT服务   7893220.0   \n",
       " 6               网易集团               互联网   5964833.0   \n",
       " 7               双虎家私             家具/家居   5493614.0   \n",
       " 8              SHEIN               互联网   8706847.0   \n",
       " 9              广汽研究院              整车制造   8037646.0   \n",
       " 10              龙腾出行               互联网   8134487.0   \n",
       " 11      广州中康数字科技有限公司           云计算/大数据  12978915.0   \n",
       " 12              酷狗音乐               互联网   2528485.0   \n",
       " 13           某国内制药公司                制药         NaN   \n",
       " 14        广州奥昆食品有限公司          食品/饮料/酒水  13103111.0   \n",
       " 15           某国内制药公司                制药         NaN   \n",
       " 16           某广州制药公司                制药         NaN   \n",
       " 17         某大型科技金融公司              科技金融         NaN   \n",
       " 18             某知名公司          食品/饮料/酒水         NaN   \n",
       " 19          运营商全资子公司               物联网         NaN   \n",
       " 20        广东亿迅科技有限公司             计算机软件    552933.0   \n",
       " 21    广东人工智能与先进计算研究院       电子/半导体/集成电路  13000709.0   \n",
       " 22            阿里巴巴集团               互联网   1072424.0   \n",
       " 23              荔枝集团           在线社交/媒体   4143855.0   \n",
       " 24         某广州基金证券公司              科技金融         NaN   \n",
       " 25        广东亿迅科技有限公司             计算机软件    552933.0   \n",
       " 26        广东亿迅科技有限公司             计算机软件    552933.0   \n",
       " 27       某深圳大型智能硬件公司              智能硬件         NaN   \n",
       " 28        广州沃佳科技有限公司               区块链  12814887.0   \n",
       " 29        天翼物联科技有限公司               物联网   9933197.0   \n",
       " 30      佳都科技集团股份有限公司             计算机软件   2115085.0   \n",
       " 31         中国电信全资子公司            互联网/电商         NaN   \n",
       " 32     某广州大型专业技术服务公司            专业技术服务         NaN   \n",
       " 33              湛蓝科技               互联网  12227847.0   \n",
       " 34       某广州大型电子商务公司              电子商务         NaN   \n",
       " 35  广东省新黄埔中医药联合创新研究院              医疗器械  13241501.0   \n",
       " 36  三生国健药业(上海)股份有限公司                制药   8979802.0   \n",
       " 37      广州得克信息咨询有限公司            贸易/进出口   9483359.0   \n",
       " 38       某广州知名IT服务公司              IT服务         NaN   \n",
       " 39      建信金融科技有限责任公司             计算机软件   9749905.0   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   5bfe97f674719df0ac99562403a.png   https://www.liepin.com/company/2250604/   \n",
       " 1   5bfe989b74719df0ac9977ac03a.png    https://www.liepin.com/company/862547/   \n",
       " 2   5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " 3   6441e2939228f46e07fd8da901u.png  https://www.liepin.com/company/13207877/   \n",
       " 4   5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " 5   5bfe9ebf74719d2aa34ba2af03a.png   https://www.liepin.com/company/7893220/   \n",
       " 6   6268af86c62a82594f50cc8704u.png   https://www.liepin.com/company/5964833/   \n",
       " 7   623ed481f01130422252259f03u.png   https://www.liepin.com/company/5493614/   \n",
       " 8   5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " 9   5c6a7a0b509919c4f5f5af5a04u.png   https://www.liepin.com/company/8037646/   \n",
       " 10  5bfe9c6474719df0ac9a341403a.png   https://www.liepin.com/company/8134487/   \n",
       " 11  61bc56ac5cbf433250ff8e6702u.png  https://www.liepin.com/company/12978915/   \n",
       " 12  5f59a93d9d37de58796f8cb702u.jpg   https://www.liepin.com/company/2528485/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13103111/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 20  5bfea2fc74719d2aa34c73fb03a.png    https://www.liepin.com/company/552933/   \n",
       " 21  620371dcd165a7223961e4c503u.png  https://www.liepin.com/company/13000709/   \n",
       " 22  5bfe915474719d35745acf0903a.png   https://www.liepin.com/company/1072424/   \n",
       " 23  5bfffae374719da073f0f82d03u.png   https://www.liepin.com/company/4143855/   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  5bfea2fc74719d2aa34c73fb03a.png    https://www.liepin.com/company/552933/   \n",
       " 26  5bfea2fc74719d2aa34c73fb03a.png    https://www.liepin.com/company/552933/   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  63903effb022af187d030c6207u.png  https://www.liepin.com/company/12814887/   \n",
       " 29  61b07937d0458d53c627567e02u.jpg   https://www.liepin.com/company/9933197/   \n",
       " 30  5bfea4ec74719d2aa34cd0ba03a.png   https://www.liepin.com/company/2115085/   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  62abd76f0b64cc778f9aa66202u.png  https://www.liepin.com/company/12227847/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13241501/   \n",
       " 36  5dc3baf5cd52473b94bc804d04u.png   https://www.liepin.com/company/8979802/   \n",
       " 37  626107277acc3629a34d3a5704u.png   https://www.liepin.com/company/9483359/   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 39  62d900a5068a783307d8850402u.png   https://www.liepin.com/company/9749905/   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1          沪深A股上市  \n",
       " 2             NaN  \n",
       " 3           融资未公开  \n",
       " 4             NaN  \n",
       " 5             NaN  \n",
       " 6             已上市  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11           港股上市  \n",
       " 12            NaN  \n",
       " 13          融资未公开  \n",
       " 14            NaN  \n",
       " 15          融资未公开  \n",
       " 16          融资未公开  \n",
       " 17           战略融资  \n",
       " 18          融资未公开  \n",
       " 19          融资未公开  \n",
       " 20            NaN  \n",
       " 21            NaN  \n",
       " 22           港股上市  \n",
       " 23           美股上市  \n",
       " 24           战略融资  \n",
       " 25            NaN  \n",
       " 26            NaN  \n",
       " 27          D轮及以上  \n",
       " 28            NaN  \n",
       " 29          融资未公开  \n",
       " 30         沪深A股上市  \n",
       " 31          融资未公开  \n",
       " 32             A轮  \n",
       " 33          融资未公开  \n",
       " 34          融资未公开  \n",
       " 35            NaN  \n",
       " 36            已上市  \n",
       " 37            NaN  \n",
       " 38          融资未公开  \n",
       " 39            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57655115\",\"userId\":\"be6fce321fec5daf...   \n",
       " 1   {\"jobId\":\"44749711\",\"userId\":\"202e7cbad67869ef...   \n",
       " 2   {\"jobId\":\"56151631\",\"userId\":\"3c7809eade2bdcbf...   \n",
       " 3   {\"jobId\":\"46054915\",\"userId\":\"d4384f080bd2b130...   \n",
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       " 6   {\"jobId\":\"45280255\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 7   {\"jobId\":\"57589119\",\"userId\":\"d7d3338bf33e19e2...   \n",
       " 8   {\"jobId\":\"43888297\",\"userId\":\"151adaf1f68a5412...   \n",
       " 9   {\"jobId\":\"57348325\",\"userId\":\"6753dcdc8fb92609...   \n",
       " 10  {\"jobId\":\"57975425\",\"userId\":\"e231af4c315281a7...   \n",
       " 11  {\"jobId\":\"45470981\",\"userId\":\"1c9e0b2a05a5d073...   \n",
       " 12  {\"jobId\":\"45470413\",\"userId\":\"1c9e0b2a05a5d073...   \n",
       " 13  {\"jobId\":\"45469299\",\"userId\":\"e7e1bd022b59ad18...   \n",
       " 14  {\"jobId\":\"45461961\",\"userId\":\"04c963821d29ba23...   \n",
       " 15  {\"jobId\":\"44352331\",\"userId\":\"5e0996eae25176a6...   \n",
       " 16  {\"jobId\":\"57144425\",\"userId\":\"5002e2d08e964a83...   \n",
       " 17  {\"jobId\":\"44561333\",\"userId\":\"e31f423711e3e1c4...   \n",
       " 18  {\"jobId\":\"44827109\",\"userId\":\"956ebee236156918...   \n",
       " 19  {\"jobId\":\"54094485\",\"userId\":\"bfc28207e2f11798...   \n",
       " 20  {\"jobId\":\"44590831\",\"userId\":\"1a60b41a9d222dca...   \n",
       " 21  {\"jobId\":\"44944507\",\"userId\":\"d5f1db514a34fd9f...   \n",
       " 22  {\"jobId\":\"44931705\",\"userId\":\"1c1de0de51560822...   \n",
       " 23  {\"jobId\":\"44961783\",\"userId\":\"650041927c39da8d...   \n",
       " 24  {\"jobId\":\"45220271\",\"userId\":\"7c64944e8976fb07...   \n",
       " 25  {\"jobId\":\"44912587\",\"userId\":\"3350e333d1ce9cb4...   \n",
       " 26  {\"jobId\":\"50324187\",\"userId\":\"f251d4583e7f942f...   \n",
       " 27  {\"jobId\":\"57889235\",\"userId\":\"ea923dd63e8c3229...   \n",
       " 28  {\"jobId\":\"57242603\",\"userId\":\"b3407ff397d7ecbf...   \n",
       " 29  {\"jobId\":\"56773475\",\"userId\":\"f3b6bdf2ce40fc5f...   \n",
       " 30  {\"jobId\":\"43773655\",\"userId\":\"7ce77a824e1b312a...   \n",
       " 31  {\"jobId\":\"45110681\",\"userId\":\"64172aee19197865...   \n",
       " 32  {\"jobId\":\"44197541\",\"userId\":\"e90f75e2df95d947...   \n",
       " 33  {\"jobId\":\"57470923\",\"userId\":\"0d2b5a98d1eae1b6...   \n",
       " 34  {\"jobId\":\"44577487\",\"userId\":\"d4384f080bd2b130...   \n",
       " 35  {\"jobId\":\"44858639\",\"userId\":\"fb3805222eec26ce...   \n",
       " 36  {\"jobId\":\"44509295\",\"userId\":\"770f8d15fe11a815...   \n",
       " 37  {\"jobId\":\"45306789\",\"userId\":\"10f97c2455afd910...   \n",
       " 38  {\"jobId\":\"52410465\",\"userId\":\"42a2c62bf934a3d9...   \n",
       " 39  {\"jobId\":\"57029049\",\"userId\":\"58d70b7e9ad43b96...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2257655115%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2244749711%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2256151631%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2246054915%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2257664639%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2257689785%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2245280255%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2257589119%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2243888297%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2257348325%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2257975425%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2245470981%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2245470413%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2245469299%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2245461961%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244352331%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2257144425%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2244561333%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2244827109%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2254094485%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2244590831%22%2C%22ckId%22%3...   \n",
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       " 22  %7B%22jobId%22%3A%2244931705%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2244961783%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2245220271%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2244912587%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2250324187%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2257889235%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257242603%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2256773475%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2245110681%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2244197541%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2257470923%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2244577487%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2244858639%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2244509295%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2245306789%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2252410465%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257029049%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0   [数据产品, 客户端产品, 产品设计, 产品规划, 团队管理, 交互设计, 产品优化, 需求...  57655115   \n",
       " 1   [支付产品, 策略产品, 定价/竞价产品, 支付行业, 聚合支付, 产品规划, 产品设计, ...  44749711   \n",
       " 2   [平台产品, IT互联网, 产品规划, 产品设计, 需求调研, 市场调研, 数据分析, 团队管理]  56151631   \n",
       " 3                                          [采购, 产品设计]  46054915   \n",
       " 4                      [策略产品, 产品优化, 产品规划, 需求分析, 团队管理]  57664639   \n",
       " 5   [SaaS产品, SaaS系统, 产品设计, 产品规划, 用户研究, 流程设计, 原型设计,...  57689785   \n",
       " 6                            [风控产品, 平台产品, 产品设计, 团队管理]  45280255   \n",
       " 7                                        [数据产品, 中台产品]  57589119   \n",
       " 8                                   [数据产品, SAS, SPSS]  43888297   \n",
       " 9   [平台产品, 数据产品, 计算机软件, 产品设计, 产品优化, 用户研究, 竞品分析, 需求...  57348325   \n",
       " 10                                 [云桌面终端, IPTV, 一体机]  57975425   \n",
       " 11              [企业服务, 智能硬件, 海外产品, 汽车中控, 集控物联网, 办公会议]  45470981   \n",
       " 12  [企业服务, 客户端产品, 硬件产品, 计算机软件, 教育行业, 高职教育, 实业实训, 教...  45470413   \n",
       " 13              [休闲食品, 新品上市, 市场调研, 渠道分析, 消费者研究, 活动策划]  45469299   \n",
       " 14                                       [团队管理, 数据治理]  45461961   \n",
       " 15  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 竞...  44352331   \n",
       " 16                                      [to B, IT互联网]  57144425   \n",
       " 17                                             [需求管理]  44561333   \n",
       " 18                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44827109   \n",
       " 19                                                 []  54094485   \n",
       " 20                                 [平台产品, 产品规划, 市场调研]  44590831   \n",
       " 21                                       [数据产品, 数据挖掘]  44944507   \n",
       " 22                        [供应链产品, 跨境电商, 物流产品规划, 库存管理]  44931705   \n",
       " 23  [AI人工智能产品, 机器学习, 深度学习, 人工智能, 人工智能领域, AI, 算法/AI...  44961783   \n",
       " 24                                             [硬件产品]  45220271   \n",
       " 25              [客户端产品, 医疗行业, 市场调研, 产品规划, 团队管理, 用户研究]  44912587   \n",
       " 26                                    [CRM产品, SaaS产品]  50324187   \n",
       " 27  [Xmind, 墨刀, 电商产品, 数据产品, 产品规划, 产品设计, 原型设计, 数据分析...  57889235   \n",
       " 28      [计算机软件, IT互联网, 产品设计, 移动端产品, 产品规划, 原型设计, 交互设计]  57242603   \n",
       " 29                                                 []  56773475   \n",
       " 30                                                 []  43773655   \n",
       " 31  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 团...  45110681   \n",
       " 32                                                 []  44197541   \n",
       " 33         [数据产品, 平台产品, 数据分析, 需求分析, 产品规划, 用户研究, 产品设计]  57470923   \n",
       " 34             [ppt, 架构设计, axure, visio, xmind, 数据分析]  44577487   \n",
       " 35                                                 []  44858639   \n",
       " 36  [风控产品, 工具产品, 安全产品, 内容产品, 平台产品, 电商产品, 策略产品, 电子商...  44509295   \n",
       " 37                      [中台产品, 平台产品, 便利店, 产品优化, 产品设计]  45306789   \n",
       " 38                                                 []  52410465   \n",
       " 39  [平台产品, 数据产品, 客户端产品, IT互联网, 用户研究, 团队管理, 产品设计, 产...  57029049   \n",
       " \n",
       "                      job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0            B端产品经理（商家/运营管理系统）  20-40k·14薪  广州-番禺区           2   \n",
       " 1                     企业支付产品经理  20-30k·16薪      广州           1   \n",
       " 2                    产品经理（粤政易）  15-25k·16薪  广州-海珠区           2   \n",
       " 3   B端供应链产品经理（商家系统） (MJ005418)  20-40k·14薪  广州-番禺区           2   \n",
       " 4       产品经理/产品高级经理 (MJ002986)      10-20k  广州-番禺区           2   \n",
       " 5                IT平台产品经理主管工程师      30-40k  广州-番禺区           2   \n",
       " 6                         产品经理      15-30k  广州-海珠区           1   \n",
       " 7                         产品经理      20-30k  广州-天河区           2   \n",
       " 8                       数据产品经理      20-25k      广州           1   \n",
       " 9                  产品经理（国内车联网）      15-30k      广州           2   \n",
       " 10                   云桌面终端产品经理  15-25k·15薪  广州-天河区           2   \n",
       " 11          海外软件产品经理（A股上市龙头企业）  25-40k·17薪  广州-黄埔区           1   \n",
       " 12        软件产品经理（实验实训）（A股上市龙头）  25-40k·17薪  广州-黄埔区           1   \n",
       " 13                        产品经理  18-30k·13薪      广州           1   \n",
       " 14                    数据治理产品经理      25-35k  广州-天河区           1   \n",
       " 15                  产品经理（工控主板）      15-25k      广州           1   \n",
       " 16                      高级产品经理      20-30k  广州-海珠区           2   \n",
       " 17                        产品经理      15-25k      广州           1   \n",
       " 18            创新数字化平台中心-数据产品经理  20-30k·14薪  广州-黄埔区           1   \n",
       " 19                  高级产品经理（食品）      17-30k  广州-南沙区           2   \n",
       " 20                        产品经理      10-25k  广州-白云区           2   \n",
       " 21                      数据产品经理      22-27k      广州           1   \n",
       " 22                    电商物流产品经理  40-50k·14薪  广州-荔湾区           1   \n",
       " 23  AI应用产品经理（广州总部）# 90M0115489  17-22k·13薪  广州-白云区           1   \n",
       " 24        产品经理（数码，SSD，U盘，移动电源）      20-35k      广州           1   \n",
       " 25                        产品经理      15-25k      广州           1   \n",
       " 26                   crm高级产品经理  22-35k·14薪  广州-番禺区           2   \n",
       " 27                        产品经理  20-30k·13薪  广州-海珠区           2   \n",
       " 28                  产品经理（智能家居）  15-25k·13薪  广州-番禺区           2   \n",
       " 29      代客代理中心产品经理岗（衍生品交易产品经理）      15-30k  广州-天河区           2   \n",
       " 30                        产品经理      15-30k  广州-天河区           1   \n",
       " 31                    产品经理（数码）      20-30k      广州           1   \n",
       " 32                        产品经理  13-26k·24薪      广州           2   \n",
       " 33                      数据产品经理  16-25k·14薪  广州-天河区           2   \n",
       " 34    高级产品经理(WMS方向) (MJ004770)  20-40k·14薪  广州-番禺区           2   \n",
       " 35                      金融产品经理      20-40k  广州-黄埔区           1   \n",
       " 36                  风控产品经理（P7）     80-110k  广州-海珠区           1   \n",
       " 37             产品经理（日结中心）-国企正编      26-30k  广州-海珠区           1   \n",
       " 38                  产品经理(妇瘤领域）      20-40k  广州-海珠区           2   \n",
       " 39   高级产品经理（B端效能工具） (MJ005767)  25-40k·14薪  广州-番禺区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=6&d...       False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   1f4a7348af1d77c22edea88818754a96                    2   \n",
       " 1   25e0a9db4e94a588e3a362ce23913155                    2   \n",
       " 2   a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       " 3   40875028331634a054f897cc91b0c405                    2   \n",
       " 4   99dc5f8be66620f1c94f4d0c9b7b96ae                    2   \n",
       " 5   b2bd051f170852582980490a0cdf2257                    2   \n",
       " 6   20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 7   328407caa9180669c62254bb58ecf996                    2   \n",
       " 8   5c390291735dff9c160b5b344d4ef7b6                    2   \n",
       " 9   56f112417fac127ee77954e2c72cabb6                    2   \n",
       " 10  4759d4dc1cbc360ecd120ce14494f73d                    2   \n",
       " 11  10cb17dbe9129a5b9b730e23f2bd8f83                    2   \n",
       " 12  10cb17dbe9129a5b9b730e23f2bd8f83                    2   \n",
       " 13  75231b04f258d02e62cb88e0a323364d                    2   \n",
       " 14  c2ebc93c2061dc2d99eeb040770b0b48                    2   \n",
       " 15  19b052eb6628882f9427b88c78d2ff1f                    2   \n",
       " 16  45953011d729e1561681c420ebdc29ac                    2   \n",
       " 17  e67e1358c0c0b05753b510790bb3891f                    2   \n",
       " 18  e12799cb65d655ec1b4fb320fc878e26                    2   \n",
       " 19  207c380fb07ddad3e7b657921b02bb93                    2   \n",
       " 20  4944c1bd217547f99552a237d109804b                    2   \n",
       " 21  f42a812f8847eb770e33f8ac54fbf39e                    2   \n",
       " 22  484a678a1c8c6cb2ad8732728d6065d6                    2   \n",
       " 23  4599fb70152beed2e89ee1fba507436c                    2   \n",
       " 24  751d20834884aea5f1a24835218174fd                    2   \n",
       " 25  9259120684b7af5913f41eedf071201e                    2   \n",
       " 26  01f04928d62afed26bc971ec2e264ed1                    2   \n",
       " 27  31d15559a3983f547df213eecf88c70c                    2   \n",
       " 28  cd4305af8ce86bbf93bfd302333462b2                    2   \n",
       " 29  a6ecbb8d620b5506c1bd2b3e9fec8144                    2   \n",
       " 30  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 31  a8f0406d267ffd180d918dead5f37c60                    2   \n",
       " 32  244801797ab8ccb302f523e94e784db2                    2   \n",
       " 33  e4238e5255f32bc299eeb040770b0b48                    2   \n",
       " 34  40875028331634a054f897cc91b0c405                    2   \n",
       " 35  a0cd6dd1cae0c0419d19d059892ca5e1                    2   \n",
       " 36  c51748c8e2a807e6bddcd3b09c02d41c                    2   \n",
       " 37  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 38  34bca69415136074d2e7a31c096a5fc3                    2   \n",
       " 39  4031a8b6ac29071dd1ab17cab7c5f1ad                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  \\\n",
       " 0    5f8f9868f6d1ab58476f24a008u.jpg               互联网   \n",
       " 1   642387b15f781e5cf71e4c0c06u.jpeg              科技金融   \n",
       " 2    5f8f98648dbe6273dcf8515508u.jpg               互联网   \n",
       " 3    5f8f986779c7cc70efbf36c008u.jpg               互联网   \n",
       " 4    5f8f9868f6d1ab58476f24a008u.jpg           农/林/牧/渔   \n",
       " 5    54db0b2ca3107aece113c27302c.jpg              整车制造   \n",
       " 6    5f8fa3bddfb13a7dee343d7608u.png              IT服务   \n",
       " 7    5f8f986c79c7cc70efbf36c808u.jpg             计算机软件   \n",
       " 8    626fd3206375072a23377d5a08u.jpg            专业技术服务   \n",
       " 9    5f8f9866dfb13a7dee342f1808u.jpg             计算机软件   \n",
       " 10   5f8f986bdfb13a7dee342f2108u.jpg              IT服务   \n",
       " 11   62d1278f8604e32a3078ea8f07u.png             计算机软件   \n",
       " 12   62d1278f8604e32a3078ea8f07u.png             计算机软件   \n",
       " 13   5f6560019d37de587979f2ff02u.png          食品/饮料/日化   \n",
       " 14   64408e90e6a7af2d2874a2f805u.png             计算机软件   \n",
       " 15   60ed5d2ad7a78d2ad53fbb0d07u.jpg             计算机软件   \n",
       " 16   5f8f98648dbe6273dcf8515508u.jpg              电子商务   \n",
       " 17  640540a534096f6e62b9a4bf01u.jpeg               互联网   \n",
       " 18   60666f1dbb0e210e47cbca3b03u.png              咨询服务   \n",
       " 19   5f8f9866dfb13a7dee342f1808u.jpg          食品/饮料/酒水   \n",
       " 20   621dd1429e2af15c5056eaff01u.png          货运/物流/仓储   \n",
       " 21   5f8fa3bc8dbe6273dcf85e5e08u.png           农/林/牧/渔   \n",
       " 22   6189d6e80fbad649146a120c05u.png          食品/饮料/日化   \n",
       " 23  6307358dfcd8e70344dcd0aa02u.jpeg            人力资源服务   \n",
       " 24   5f8fa3a78dbe6273dcf85e2608u.png             计算机软件   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png              医疗器械   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg               互联网   \n",
       " 27   5f8f986779c7cc70efbf36c008u.jpg              电子商务   \n",
       " 28   5f8f986bdfb13a7dee342f2108u.jpg              智能硬件   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg                银行   \n",
       " 30   5f8fa3bddfb13a7dee343d7608u.png                制药   \n",
       " 31  6424ea616fa04542d47590e701u.jpeg             计算机软件   \n",
       " 32   5f8f986aea60860b75384fab08u.jpg          基金/证券/期货   \n",
       " 33   5f8f9863f6d1ab58476f246a08u.jpg           在线社交/媒体   \n",
       " 34   5f8f986779c7cc70efbf36c008u.jpg               互联网   \n",
       " 35   6170cd39e133050722879ad406u.jpg               互联网   \n",
       " 36   612de190d3d9672368b2f53b07u.png               互联网   \n",
       " 37   642e8e49de25b83c3c8d509707u.png              IT服务   \n",
       " 38   5f8f9865ea60860b75384fa508u.jpg                制药   \n",
       " 39   5f8f9865ea60860b75384fa508u.jpg               互联网   \n",
       " \n",
       "                       comp.compLogo  comp.compId   comp.compName  \\\n",
       " 0   5c64c511261c45f22d50d39303u.png    8706847.0           SHEIN   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png          NaN     某北京大型科技金融公司   \n",
       " 2   635f3558bc4bee6f5c71877b04u.png    9541320.0            数字广东   \n",
       " 3   5c64c511261c45f22d50d39303u.png    8706847.0           SHEIN   \n",
       " 4   54d1e9be712e7147fd812a4002c.png     854827.0            海大集团   \n",
       " 5   5c6a7a0b509919c4f5f5af5a04u.png    8037646.0           广汽研究院   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          NaN       某广州IT服务公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   13247941.0  广东东联信创信息技术有限公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型专业技术服务公司   \n",
       " 9   621326142d9e311f5012350303u.png   13073073.0            行致互联   \n",
       " 10  5bfe9ebf74719d2aa34ba2af03a.png    7893220.0              浪潮   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          NaN    某知名计算机软件上市公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          NaN    某知名计算机软件上市公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          NaN        大型上市食品企业   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州计算机软件公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州知名公司   \n",
       " 16  60096cb986ddfd21f7c973d408u.png    8448877.0            致景科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州大型互联网公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州咨询服务公司   \n",
       " 19  61b07937d0458d53c627567e02u.jpg   13103111.0      广州奥昆食品有限公司   \n",
       " 20  613868297cc97c6c99be0da704u.png    8646248.0    中国南方航空股份有限公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png          NaN     某广州农林牧渔上市公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          NaN         全球日消品巨头   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png          NaN     某上海大型专业服务公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png          NaN    某广州大型计算机软件公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN     某广州医疗器械上市公司   \n",
       " 26  639937af821c6d513110e83301u.png    8836020.0            探迹科技   \n",
       " 27  642e82c58b791015aae8d2ab04u.png   13414269.0            白驹科技   \n",
       " 28  58e712317032d65ebc55a8ea05a.jpg    8306654.0      广东金朋科技有限公司   \n",
       " 29  5bfea60174719d2aa34cf03003a.png    8790445.0            浦发银行   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png          NaN         某国内制药公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州知名公司   \n",
       " 32  5bfea33774719d2aa34c7eb903a.png    1421537.0            广发证券   \n",
       " 33  6061375c7d0dfc6f620a9fc201u.png    9686194.0    广州心娱网络科技有限公司   \n",
       " 34  5c64c511261c45f22d50d39303u.png    8706847.0           SHEIN   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州互联网公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州大型互联网公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png          NaN       某广州IT服务公司   \n",
       " 38  5bfe916674719d35745ad29703a.png    8275623.0            康方生物   \n",
       " 39  5c64c511261c45f22d50d39303u.png    8706847.0           SHEIN   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compStage  \n",
       " 0     5000-10000人   https://www.liepin.com/company/8706847/            NaN  \n",
       " 1     5000-10000人                                                     战略融资  \n",
       " 2      2000-5000人   https://www.liepin.com/company/9541320/            NaN  \n",
       " 3     5000-10000人   https://www.liepin.com/company/8706847/            NaN  \n",
       " 4        10000人以上    https://www.liepin.com/company/854827/         沪深A股上市  \n",
       " 5      2000-5000人   https://www.liepin.com/company/8037646/            NaN  \n",
       " 6        100-499人                                                      NaN  \n",
       " 7           1-49人  https://www.liepin.com/company/13247941/            NaN  \n",
       " 8        500-999人                                                       A轮  \n",
       " 9        100-499人  https://www.liepin.com/company/13073073/            NaN  \n",
       " 10       10000人以上   https://www.liepin.com/company/7893220/            NaN  \n",
       " 11    5000-10000人                                                      已上市  \n",
       " 12    5000-10000人                                                      已上市  \n",
       " 13       10000人以上                                                    融资未公开  \n",
       " 14       100-499人                                                      NaN  \n",
       " 15       500-999人                                                    融资未公开  \n",
       " 16     2000-5000人   https://www.liepin.com/company/8448877/             D轮  \n",
       " 17     1000-2000人                                                    融资未公开  \n",
       " 18       100-499人                                                      NaN  \n",
       " 19     1000-2000人  https://www.liepin.com/company/13103111/            NaN  \n",
       " 20       10000人以上   https://www.liepin.com/company/8646248/         沪深A股上市  \n",
       " 21       10000人以上                                                      已上市  \n",
       " 22    5000-10000人                                                    融资未公开  \n",
       " 23       10000人以上                                                    不需要融资  \n",
       " 24       500-999人                                                    融资未公开  \n",
       " 25     2000-5000人                                                      已上市  \n",
       " 26     1000-2000人   https://www.liepin.com/company/8836020/             B轮  \n",
       " 27       100-499人  https://www.liepin.com/company/13414269/            NaN  \n",
       " 28       100-499人   https://www.liepin.com/company/8306654/            NaN  \n",
       " 29     2000-5000人   https://www.liepin.com/company/8790445/            NaN  \n",
       " 30       100-499人                                                    融资未公开  \n",
       " 31       500-999人                                                    融资未公开  \n",
       " 32    5000-10000人   https://www.liepin.com/company/1421537/            已上市  \n",
       " 33       100-499人   https://www.liepin.com/company/9686194/            NaN  \n",
       " 34    5000-10000人   https://www.liepin.com/company/8706847/            NaN  \n",
       " 35       100-499人                                                    融资未公开  \n",
       " 36       10000人以上                                                      已上市  \n",
       " 37       100-499人                                                      NaN  \n",
       " 38     2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 39    5000-10000人   https://www.liepin.com/company/8706847/            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"杨女士\",\"imId\":\"8a56296a046a659...   \n",
       " 1   {\"recruiterName\":\"邱先生\",\"imId\":\"68b04b0f052c47b...   \n",
       " 2   {\"recruiterName\":\"王先生\",\"imId\":\"72ecb361ba91647...   \n",
       " 3   {\"recruiterName\":\"谢女士\",\"imId\":\"653b61cfc07bc2a...   \n",
       " 4   {\"recruiterName\":\"刘女士\",\"imId\":\"a3f8d3fcd352115...   \n",
       " 5   {\"recruiterName\":\"梁女士\",\"imId\":\"c5da367b78581ee...   \n",
       " 6   {\"recruiterName\":\"赵女士\",\"imId\":\"7980ac559c374d1...   \n",
       " 7   {\"recruiterName\":\"翟先生\",\"imId\":\"fb6c8f3179a1543...   \n",
       " 8   {\"recruiterName\":\"岑先生\",\"imId\":\"8bd0ba2156eebda...   \n",
       " 9   {\"recruiterName\":\"林女士\",\"imId\":\"1397f7e8ebb0faf...   \n",
       " 10  {\"recruiterName\":\"薛女士\",\"imId\":\"d70296d8d062712...   \n",
       " 11  {\"recruiterName\":\"贾先生\",\"imId\":\"62f462390673802...   \n",
       " 12  {\"recruiterName\":\"廖女士\",\"imId\":\"c19dbec05e0d9a1...   \n",
       " 13  {\"recruiterName\":\"蔡女士\",\"imId\":\"de8405dc6c9063d...   \n",
       " 14  {\"recruiterName\":\"赵女士\",\"imId\":\"464c5cbc0a3e636...   \n",
       " 15  {\"recruiterName\":\"张先生\",\"imId\":\"0c3afe8b2637ae9...   \n",
       " 16  {\"recruiterName\":\"兰女士\",\"imId\":\"a486707097ffee3...   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"imId\":\"a2afe536821a621...   \n",
       " 18  {\"recruiterName\":\"屈女士\",\"imId\":\"ae4d6cfa4ade940...   \n",
       " 19  {\"recruiterName\":\"敖先生\",\"imId\":\"a8f0406d267ffd1...   \n",
       " 20  {\"recruiterName\":\"郑女士\",\"imId\":\"57ae06489091904...   \n",
       " 21  {\"recruiterName\":\"朱女士\",\"imId\":\"af37bfdd722c884...   \n",
       " 22  {\"recruiterName\":\"郭女士\",\"imId\":\"be2942aa3125fa5...   \n",
       " 23  {\"recruiterName\":\"蓝先生\",\"imId\":\"fe5f523057af1af...   \n",
       " 24  {\"recruiterName\":\"纪女士\",\"imId\":\"84bda8083fce659...   \n",
       " 25  {\"recruiterName\":\"郑女士\",\"imId\":\"fba4b11d39f91cd...   \n",
       " 26  {\"recruiterName\":\"周女士\",\"imId\":\"17425705b4462c5...   \n",
       " 27  {\"recruiterName\":\"颜女士\",\"imId\":\"16595bb03d8e89b...   \n",
       " 28  {\"recruiterName\":\"邢女士\",\"imId\":\"1a056c923203952...   \n",
       " 29  {\"recruiterName\":\"蔡女士\",\"imId\":\"eff2133bd51a53d...   \n",
       " 30  {\"recruiterName\":\"王女士\",\"imId\":\"0950661f126a6a1...   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"imId\":\"fdb297e5cdef0dd...   \n",
       " 32  {\"recruiterName\":\"朱女士\",\"imId\":\"e92823ee8be3791...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"imId\":\"3856590f4c95362...   \n",
       " 34  {\"recruiterName\":\"陈先生\",\"imId\":\"d3b5a4baa14108f...   \n",
       " 35  {\"recruiterName\":\"汪女士\",\"imId\":\"d4d255439c55db2...   \n",
       " 36  {\"recruiterName\":\"黄女士\",\"imId\":\"f1babf1239ec0f7...   \n",
       " 37  {\"recruiterName\":\"齐女士\",\"imId\":\"2e2678cb5cd647b...   \n",
       " 38  {\"recruiterName\":\"邬女士\",\"imId\":\"f3e9109e8225cee...   \n",
       " 39  {\"recruiterName\":\"周女士\",\"imId\":\"d1eafe82fea263b...   \n",
       " \n",
       "                                              dataInfo      comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某广州知名上市公司   \n",
       " 1   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...      某大型知名互联网/电商公司   \n",
       " 2   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某大型健康产品公司   \n",
       " 3   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               中康医疗   \n",
       " 4   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               数字广东   \n",
       " 5   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...            某大型日化公司   \n",
       " 6   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...   毕马威中国 KPMG China   \n",
       " 7   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           蚁米控股有限公司   \n",
       " 8   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...            某电子商务公司   \n",
       " 9   %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               探迹科技   \n",
       " 10  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               网易集团   \n",
       " 11  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...            某国内制药公司   \n",
       " 12  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某广州IT服务公司   \n",
       " 13  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...       某广州大型计算机软件公司   \n",
       " 14  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           某广州互联网公司   \n",
       " 15  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           某广州互联网公司   \n",
       " 16  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某大型通信设备公司   \n",
       " 17  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...        广州交易所集团有限公司   \n",
       " 18  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           广电运通金融电子   \n",
       " 19  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...            某广州知名公司   \n",
       " 20  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...  禾森纳(广东)健康咨询服务有限公司   \n",
       " 21  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某广州知名上市公司   \n",
       " 22  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...       某深圳大型机械/设备公司   \n",
       " 23  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...                中海达   \n",
       " 24  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某广州IT服务公司   \n",
       " 25  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           LINSY 林氏   \n",
       " 26  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...      广州大白互联网科技有限公司   \n",
       " 27  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               三晶电气   \n",
       " 28  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某国内知名制药公司   \n",
       " 29  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...               视源股份   \n",
       " 30  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某北京医药流通公司   \n",
       " 31  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...      李氏大药厂(香港)有限公司   \n",
       " 32  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...     北京妙趣盒生文化传播有限公司   \n",
       " 33  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...       广东森宝文化实业有限公司   \n",
       " 34  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...         美的集团企业数字平台   \n",
       " 35  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...          某国内制药上市公司   \n",
       " 36  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           某贸易进出口公司   \n",
       " 37  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...     广州智都投资控股集团有限公司   \n",
       " 38  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...           某广州互联网公司   \n",
       " 39  %7B%22d_curPage%22%3A%227%22%2C%22d_pageSize%2...            某专业服务公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0     5000-10000人             计算机软件            已上市   \n",
       " 1     5000-10000人           在线社交/媒体           战略融资   \n",
       " 2      2000-5000人          食品/饮料/日化          融资未公开   \n",
       " 3          50-99人              医疗器械            NaN   \n",
       " 4      2000-5000人               互联网            NaN   \n",
       " 5     5000-10000人                日化            已上市   \n",
       " 6     5000-10000人            专业技术服务            NaN   \n",
       " 7        100-499人               区块链            NaN   \n",
       " 8        100-499人              电子商务          融资未公开   \n",
       " 9      1000-2000人               互联网             B轮   \n",
       " 10       10000人以上               互联网            已上市   \n",
       " 11       100-499人                制药          融资未公开   \n",
       " 12       100-499人              IT服务            NaN   \n",
       " 13       500-999人             计算机软件          融资未公开   \n",
       " 14       100-499人            贸易/进出口          融资未公开   \n",
       " 15         50-99人               互联网            天使轮   \n",
       " 16       10000人以上              通信设备             其他   \n",
       " 17       100-499人          基金/证券/期货            NaN   \n",
       " 18       10000人以上             计算机软件         沪深A股上市   \n",
       " 19       500-999人             计算机软件          融资未公开   \n",
       " 20         50-99人            专业技术服务            NaN   \n",
       " 21    5000-10000人             计算机软件            已上市   \n",
       " 22    5000-10000人             机械/设备          融资未公开   \n",
       " 23     1000-2000人       电子/半导体/集成电路            已上市   \n",
       " 24       100-499人              IT服务            NaN   \n",
       " 25    5000-10000人              电子商务             B轮   \n",
       " 26         50-99人               互联网            NaN   \n",
       " 27       500-999人           电气机械/器材            NaN   \n",
       " 28       100-499人                制药          融资未公开   \n",
       " 29    5000-10000人             计算机软件         沪深A股上市   \n",
       " 30         50-99人              医药流通          融资未公开   \n",
       " 31       500-999人                制药            NaN   \n",
       " 32         50-99人               NaN            NaN   \n",
       " 33     1000-2000人               工艺品            NaN   \n",
       " 34       10000人以上             家具/家居            NaN   \n",
       " 35     2000-5000人          食品/饮料/酒水            已上市   \n",
       " 36          1-49人            贸易/进出口          融资未公开   \n",
       " 37         50-99人           其他商务服务业          融资未公开   \n",
       " 38       100-499人               互联网          不需要融资   \n",
       " 39          1-49人            人力资源服务            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 3   5db28c4dcd52473b94ae375c07u.png  https://www.liepin.com/company/10227609/   \n",
       " 4   635f3558bc4bee6f5c71877b04u.png   https://www.liepin.com/company/9541320/   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   5bfea37574719d2aa34c8a5c03a.png   https://www.liepin.com/company/8169921/   \n",
       " 7   5de4de98cd52473b94ead5d507u.jpg  https://www.liepin.com/company/10269839/   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   639937af821c6d513110e83301u.png   https://www.liepin.com/company/8836020/   \n",
       " 10  6268af86c62a82594f50cc8704u.png   https://www.liepin.com/company/5964833/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 17  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13126133/   \n",
       " 18  6242b195ca47ff43908033f907u.png   https://www.liepin.com/company/8547388/   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 20  627b13d24924691322d3e9f802u.png  https://www.liepin.com/company/13197251/   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 23  5bfe953474719dc6ed74134303a.png   https://www.liepin.com/company/6785693/   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  62eb718e29badd322a14498d03u.png   https://www.liepin.com/company/8134400/   \n",
       " 26  6375971030feaf10965d4d0e02u.png   https://www.liepin.com/company/8695948/   \n",
       " 27  5bfe8f8a74719d35745a755603a.png   https://www.liepin.com/company/8946089/   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 29  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  5bfea0c574719d2aa34c074f03a.png   https://www.liepin.com/company/9510141/   \n",
       " 32  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12846035/   \n",
       " 33  61a5bb22f96ca95918aa2e9206u.png  https://www.liepin.com/company/13001749/   \n",
       " 34  5e72de2a37483e328d5dac9407u.jpg   https://www.liepin.com/company/8244054/   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 37  61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13183547/   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                      [企业服务, 工具产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 1                                     [语音房, 玩法, 语音社交]   \n",
       " 2   [AI人工智能产品, 数据产品, 策略产品, 推荐产品, 工具产品, 人工智能, 团队管理,...   \n",
       " 3                                                  []   \n",
       " 4                                 [IT互联网, 用户研究, 市场调研]   \n",
       " 5                                 [SFA系统, 产品经理, 英文口语]   \n",
       " 6                                              [数据产品]   \n",
       " 7                        [商家平台产品经理, 卡券产品经理, 商家工具产品经理]   \n",
       " 8   [家电行业, 消费品, 批发/零售, 电子商务, 策略产品, 供应链产品, 电商产品, 定价...   \n",
       " 9   [CRM产品, 产品规划, SaaS产品, ERP产品, IT互联网, 计算机软件, 云计算...   \n",
       " 10   [支付产品, 平台产品, 支付行业, 产品设计, 产品规划, 产品优化, 用户研究, 流程设计]   \n",
       " 11                                  [中成药, 产品推广, 学术推广]   \n",
       " 12                     [中台产品, 平台产品, 交易产品, 支付产品, 金融产品]   \n",
       " 13  [硬件产品, 策略产品, 商业产品, 硬件系统集成, 用户研究, 市场调研, 产品规划, 竞...   \n",
       " 14                                                 []   \n",
       " 15                               [to C, 线上app, 手机小组件]   \n",
       " 16                                                 []   \n",
       " 17  [交易产品, 供应链产品, 数据产品, 电商产品, to B, CRM系统, 采购, Saa...   \n",
       " 18                                [交互设计, Axure, 用户研究]   \n",
       " 19  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 竞...   \n",
       " 20                                                 []   \n",
       " 21  [数据产品, 计算机软件, IT互联网, 化学化工, 教育行业, 产品设计, 用户研究, 产...   \n",
       " 22                   [供应链产品, 电商产品, 批发/零售, 团队管理, 产品设计]   \n",
       " 23  [硬件产品, 海外产品, 人工智能, 硬件系统集成, 智能硬件, 产品规划, 产品设计, 竞...   \n",
       " 24                           [风控产品, 平台产品, 产品设计, 团队管理]   \n",
       " 25                                                 []   \n",
       " 26                     [产品规划, 市场调研, 产品设计, to B, to G]   \n",
       " 27  [市场调研, 竞品分析, 策略产品, to B, 产品规划, 需求分析, 产品优化, 团队管...   \n",
       " 28                                                 []   \n",
       " 29                                 [硬件产品, 电商产品, 电子商务]   \n",
       " 30                                                 []   \n",
       " 31                                                 []   \n",
       " 32                                             [数据分析]   \n",
       " 33   [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 34                                                 []   \n",
       " 35                                                 []   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                            [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 39  [数据产品, 计算机软件, 企业服务, 产品设计, 竞品分析, 原型设计, 需求分析, 团队...   \n",
       " \n",
       "                       job.title  ...  recruiter.recruiterName  \\\n",
       " 0                  软件产品经理（个人办公）  ...                      杨女士   \n",
       " 1                   产品经理（语音房玩法）  ...                      邱先生   \n",
       " 2                      AI应用产品经理  ...                      王先生   \n",
       " 3                    产品经理（医疗器械）  ...                      谢女士   \n",
       " 4                       高级产品经理-  ...                      刘女士   \n",
       " 5                英文流利的海外SFA产品经理  ...                      梁女士   \n",
       " 6                        数据产品经理  ...                      赵女士   \n",
       " 7                        商家产品经理  ...                      翟先生   \n",
       " 8                          产品经理  ...                      岑先生   \n",
       " 9                高级/资深产品经理（CRM）  ...                      林女士   \n",
       " 10                     交易支付产品经理  ...                      薛女士   \n",
       " 11                         产品经理  ...                      贾先生   \n",
       " 12                         产品经理  ...                      廖女士   \n",
       " 13                         产品经理  ...                      蔡女士   \n",
       " 14                      穿戴甲产品经理  ...                      赵女士   \n",
       " 15  高级产品经理（不要SAAS、教育、金融、电商等方向的）  ...                      张先生   \n",
       " 16                   硬件产品经理（云屏）  ...                      兰女士   \n",
       " 17                  产品经理岗（信息技术）  ...                      陈女士   \n",
       " 18         产品经理（数字化） (MJ001940)  ...                      屈女士   \n",
       " 19                   产品经理（工控主板）  ...                      敖先生   \n",
       " 20                   医药中央市场产品经理  ...                      郑女士   \n",
       " 21                         产品经理  ...                      朱女士   \n",
       " 22                         产品经理  ...                      郭女士   \n",
       " 23             智能机械产品经理（精准农业方向）  ...                      蓝先生   \n",
       " 24              产品经理（风控前台)-国企正编  ...                      纪女士   \n",
       " 25               电商产品经理(J10169)  ...                      郑女士   \n",
       " 26                         产品经理  ...                      周女士   \n",
       " 27      高级产品经理（家庭储能） (MJ000234)  ...                      颜女士   \n",
       " 28                         产品经理  ...                      邢女士   \n",
       " 29                       电商产品经理  ...                      蔡女士   \n",
       " 30                       医药产品经理  ...                      王女士   \n",
       " 31                      产品经理-肿瘤  ...                      孟女士   \n",
       " 32                     潮玩盲盒产品经理  ...                      朱女士   \n",
       " 33                         产品经理  ...                      陈女士   \n",
       " 34                 产品经理（国际售后服务）  ...                      陈先生   \n",
       " 35                       电商产品经理  ...                      汪女士   \n",
       " 36                         品质PM  ...                      黄女士   \n",
       " 37              广花融资担保公司（筹）产品经理  ...                      齐女士   \n",
       " 38                    B端供应链产品经理  ...                      邬女士   \n",
       " 39                       软件产品经理  ...                      周女士   \n",
       " \n",
       "    recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                      猎头顾问             False   \n",
       " 1                      猎头顾问             False   \n",
       " 2                      猎头顾问             False   \n",
       " 3                      HRBP             False   \n",
       " 4                      招聘专员             False   \n",
       " 5                      猎头顾问             False   \n",
       " 6                                       False   \n",
       " 7                        VP             False   \n",
       " 8                      猎头顾问             False   \n",
       " 9                        HR             False   \n",
       " 10                  网易-招聘HR             False   \n",
       " 11                     猎头顾问             False   \n",
       " 12                     猎头顾问             False   \n",
       " 13                     猎头顾问             False   \n",
       " 14                     猎头顾问             False   \n",
       " 15                     猎头顾问             False   \n",
       " 16                     猎头顾问             False   \n",
       " 17                                      False   \n",
       " 18                   人力资源专员             False   \n",
       " 19                     猎头顾问             False   \n",
       " 20                人力资源经理/主管             False   \n",
       " 21                     猎头顾问             False   \n",
       " 22                     猎头顾问             False   \n",
       " 23                     招聘经理             False   \n",
       " 24                     猎头顾问             False   \n",
       " 25                   高级招聘bp             False   \n",
       " 26                                      False   \n",
       " 27                     招聘主管             False   \n",
       " 28                     猎头顾问             False   \n",
       " 29                     hrbp             False   \n",
       " 30                     猎头顾问             False   \n",
       " 31                                      False   \n",
       " 32                     人资经理             False   \n",
       " 33                     招聘专员             False   \n",
       " 34                                      False   \n",
       " 35                     猎头顾问             False   \n",
       " 36                     猎头顾问             False   \n",
       " 37                人力资源经理/主管             False   \n",
       " 38                     猎头顾问             False   \n",
       " 39                     猎头顾问             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 1   68b04b0f052c47b9b74cd2e3b8b7dbf6                    2   \n",
       " 2   72ecb361ba916478e37b0b202b2adc1c                    2   \n",
       " 3   653b61cfc07bc2abd6a9d1214a39013b                    2   \n",
       " 4   a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       " 5   c5da367b78581eed2980490a0cdf2257                    2   \n",
       " 6   7980ac559c374d1ae0d71104ecc2e595                    2   \n",
       " 7   fb6c8f3179a154379ccf3dc45f6d7696                    2   \n",
       " 8   8bd0ba2156eebdaa4a7a04e7d95591ea                    2   \n",
       " 9   1397f7e8ebb0faf89f90a7bcfdb96d0e                    2   \n",
       " 10  d70296d8d06271290c6b280bb9c3d043                    2   \n",
       " 11  62f46239067380216bc971ec2e264ed1                    2   \n",
       " 12  c19dbec05e0d9a10c7694c3b554596c0                    2   \n",
       " 13  de8405dc6c9063dbee7b65a82243fe9b                    2   \n",
       " 14  464c5cbc0a3e636402f523e94e784db2                    2   \n",
       " 15  0c3afe8b2637ae95aaab3863ce164b20                    2   \n",
       " 16  a486707097ffee329f90a7bcfdb96d0e                    2   \n",
       " 17  a2afe536821a6213835da8f121f93219                    2   \n",
       " 18  ae4d6cfa4ade940c9b424d05e277c733                    2   \n",
       " 19  a8f0406d267ffd180d918dead5f37c60                    2   \n",
       " 20  57ae06489091904bf303b1ea9ae5605c                    2   \n",
       " 21  af37bfdd722c88409018c687d130599f                    2   \n",
       " 22  be2942aa3125fa51f0e943e3aa9ed4a9                    2   \n",
       " 23  fe5f523057af1af06fba193ae6a27e48                    2   \n",
       " 24  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 25  fba4b11d39f91cd7cc809655362a8e54                    2   \n",
       " 26  17425705b4462c509941166e65ebdb6f                    2   \n",
       " 27  16595bb03d8e89b752e4223b98a2bc60                    2   \n",
       " 28  1a056c9232039523061d9673724b667a                    2   \n",
       " 29  eff2133bd51a53d4c7694c3b554596c0                    2   \n",
       " 30  0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 31  fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 32  e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 33  3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 34  d3b5a4baa14108f53eaad1f295204b5b                    2   \n",
       " 35  d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 36  f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 37  2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 38  f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 39  d1eafe82fea263be24eff958a002fd93                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 1   55dba8d02d6fff719bea3c00f0d958f9   63437256fbee3d581c594d5105u.png   \n",
       " 2   c7817361471cad298bd435007738d62a  61c01f4f3d6c762de8f2844302u.jpeg   \n",
       " 3   c2c948e4ce5d2a8badb13a96bd4dd320   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 4   3c7809eade2bdcbf731b0e7b4e6639e3   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 5   5911d5cbd9fd4b5a2bca552d3ed4af2d   61ebb7db24197d7c9f670fc507u.png   \n",
       " 6   d87080f127a73380801a94c22fcb7037   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 7   d67a620935e36e7774c82c488cf98222   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 8   b381d38f0cee8d1f61b78a0b0655986e   5f6b1f50dfb13a7dee2443fe01u.jpg   \n",
       " 9   e03984d71c0adc8ddd0e14376c7e385e   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 10  ea346221bb55ec757ea4fba3a6bb5199   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11  6190b6b1686816ce78b6517af0904d6d   60e26d922d4200293f5cc72b02u.jpg   \n",
       " 12  ecaac0abd81aefcf257a36ee7c877fa3   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 13  fe226c4fab687cd75bf186b419fc5e51   5fe1dfa84e3661235833a01102u.jpg   \n",
       " 14  e147023c963d19906c9a1078a6f3c2c0   5e3e19ca29d83a675447d0dd01u.png   \n",
       " 15  5fca999c6761389ad73beda352500f9a   5f8fa3a8ea60860b75385c7208u.png   \n",
       " 16  1c833978da37a3f1385a869759266033   5fea941fc95fba5858bcbebe01u.png   \n",
       " 17  54cbd070baed9f4ed723ded599efb12c   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 18  d240723b0e912c8397fdbbeae47fcb1b   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19  64172aee19197865f7d7518f086766d2  6424ea616fa04542d47590e701u.jpeg   \n",
       " 20  b3eeaee034e929a010343744be67ed4a   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21  f62a0fec29e935658f6e5a2365ec89af   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22  f67d71875d23bd70c901b66b427fed31   622162d881a14b00fe471cc305u.png   \n",
       " 23  83a877f41bfd8aa9e341a7390aef35f7   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 24  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 25  22196dddc475ff27dbf195b55ab30d93   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 26  118f2107f1cffd78f06e67ddd0ac83fb   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 27  fddbc98a1ea9e996d781f7ff8d112098   62cd280092f1f01426a559ea02u.png   \n",
       " 28  46d62ab110122741e93199dbf59d48c4   637ac79174c3560fc436891d03u.png   \n",
       " 29  50e4790bda7c7061938172bfedd5833b   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 30  c9500f617e8709c5358439b263a1b094   63fc55f5f6f3654cff90476303u.png   \n",
       " 31  b1f35a95cd2f090b1c1c01adbf9e90f1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 32  cf01d8d7485481826ff0cb47906cd0c3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 33  37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 34  3936531b0aaffaa01698fc9aa35683d5   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 35  a44defc4937cd01db202bbcbb63c7c75   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 36  f47151fb4aacbf16827690e5f559968d   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 37  9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 38  f06046ca920834767d2ca7799c8d3e58   6144210d021e5332beb3eaa601u.png   \n",
       " 39  ba6be1e2681c6cfca6429c376a205006   5dea380fcd52473b94f382a203u.jpg   \n",
       " \n",
       "     comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0           NaN             NaN             NaN  \n",
       " 1           NaN             NaN             NaN  \n",
       " 2           NaN             NaN             NaN  \n",
       " 3    10227609.0                                  \n",
       " 4     9541320.0                                  \n",
       " 5           NaN             NaN             NaN  \n",
       " 6     8169921.0                                  \n",
       " 7    10269839.0                                  \n",
       " 8           NaN             NaN             NaN  \n",
       " 9     8836020.0                                  \n",
       " 10    5964833.0                                  \n",
       " 11          NaN             NaN             NaN  \n",
       " 12          NaN             NaN             NaN  \n",
       " 13          NaN             NaN             NaN  \n",
       " 14          NaN             NaN             NaN  \n",
       " 15          NaN             NaN             NaN  \n",
       " 16          NaN             NaN             NaN  \n",
       " 17   13126133.0                                  \n",
       " 18    8547388.0                                  \n",
       " 19          NaN             NaN             NaN  \n",
       " 20   13197251.0                                  \n",
       " 21          NaN             NaN             NaN  \n",
       " 22          NaN             NaN             NaN  \n",
       " 23    6785693.0                                  \n",
       " 24          NaN             NaN             NaN  \n",
       " 25    8134400.0                                  \n",
       " 26    8695948.0                                  \n",
       " 27    8946089.0                                  \n",
       " 28          NaN             NaN             NaN  \n",
       " 29    7854025.0                                  \n",
       " 30          NaN             NaN             NaN  \n",
       " 31    9510141.0                                  \n",
       " 32   12846035.0                                  \n",
       " 33   13001749.0                                  \n",
       " 34    8244054.0                                  \n",
       " 35          NaN             NaN             NaN  \n",
       " 36          NaN             NaN             NaN  \n",
       " 37   13183547.0                                  \n",
       " 38          NaN             NaN             NaN  \n",
       " 39          NaN             NaN             NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44810969\",\"jobKind\":\"1\",\"userId\":\"86...   \n",
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       " 12  {\"jobId\":\"41822517\",\"jobKind\":\"2\",\"userId\":\"2f...   \n",
       " 13  {\"jobId\":\"45183899\",\"jobKind\":\"1\",\"userId\":\"52...   \n",
       " 14  {\"jobId\":\"45280187\",\"jobKind\":\"1\",\"userId\":\"7f...   \n",
       " 15  {\"jobId\":\"44046273\",\"jobKind\":\"1\",\"userId\":\"0f...   \n",
       " 16  {\"jobId\":\"7643641\",\"jobKind\":\"2\",\"userId\":\"446...   \n",
       " 17  {\"jobId\":\"51720291\",\"jobKind\":\"2\",\"userId\":\"48...   \n",
       " 18  {\"jobId\":\"45280019\",\"jobKind\":\"1\",\"userId\":\"7f...   \n",
       " 19  {\"jobId\":\"45131607\",\"jobKind\":\"1\",\"userId\":\"fe...   \n",
       " 20  {\"jobId\":\"57438265\",\"jobKind\":\"2\",\"userId\":\"5c...   \n",
       " 21  {\"jobId\":\"55177509\",\"jobKind\":\"2\",\"userId\":\"3b...   \n",
       " 22  {\"jobId\":\"43795869\",\"jobKind\":\"1\",\"userId\":\"5e...   \n",
       " 23  {\"jobId\":\"44633159\",\"jobKind\":\"1\",\"userId\":\"85...   \n",
       " 24  {\"jobId\":\"45007687\",\"jobKind\":\"1\",\"userId\":\"79...   \n",
       " 25  {\"jobId\":\"45098711\",\"jobKind\":\"2\",\"userId\":\"55...   \n",
       " 26  {\"jobId\":\"43470183\",\"jobKind\":\"1\",\"userId\":\"65...   \n",
       " 27  {\"jobId\":\"55763181\",\"jobKind\":\"2\",\"userId\":\"42...   \n",
       " 28  {\"jobId\":\"57361533\",\"jobKind\":\"2\",\"userId\":\"74...   \n",
       " 29  {\"jobId\":\"43066789\",\"jobKind\":\"1\",\"userId\":\"8b...   \n",
       " 30  {\"jobId\":\"57777369\",\"jobKind\":\"2\",\"userId\":\"e8...   \n",
       " 31  {\"jobId\":\"57209449\",\"jobKind\":\"2\",\"userId\":\"48...   \n",
       " 32  {\"jobId\":\"45061083\",\"jobKind\":\"1\",\"userId\":\"d8...   \n",
       " 33  {\"jobId\":\"55514005\",\"jobKind\":\"2\",\"userId\":\"2c...   \n",
       " 34  {\"jobId\":\"44822415\",\"jobKind\":\"1\",\"userId\":\"d5...   \n",
       " 35  {\"jobId\":\"55671547\",\"jobKind\":\"2\",\"userId\":\"e2...   \n",
       " 36  {\"jobId\":\"44731295\",\"jobKind\":\"1\",\"userId\":\"6b...   \n",
       " 37  {\"jobId\":\"52949801\",\"jobKind\":\"2\",\"userId\":\"01...   \n",
       " 38  {\"jobId\":\"43704181\",\"jobKind\":\"1\",\"userId\":\"9b...   \n",
       " 39  {\"jobId\":\"56637859\",\"jobKind\":\"2\",\"userId\":\"19...   \n",
       " \n",
       "               comp.compName comp.compScale comp.compStage  \\\n",
       " 0                  运营商全资子公司       100-499人          融资未公开   \n",
       " 1           文峰荟(广州)企业管理有限公司       500-999人            NaN   \n",
       " 2                      致景科技     2000-5000人             D轮   \n",
       " 3           某国内大型食品/饮料/酒水公司     2000-5000人          融资未公开   \n",
       " 4                      丹霄技术       100-499人            NaN   \n",
       " 5                  某广州互联网公司                           NaN   \n",
       " 6                    恒鼎文化传媒          1-49人            NaN   \n",
       " 7             某广州大型专业技术服务公司       500-999人             A轮   \n",
       " 8                      高重科技       100-499人             C轮   \n",
       " 9                 某广州IT服务公司       100-499人            NaN   \n",
       " 10            某大型基金/证券/期货公司     2000-5000人           战略融资   \n",
       " 11                某广州IT服务公司       100-499人            NaN   \n",
       " 12                     凯普生物     2000-5000人         沪深A股上市   \n",
       " 13          某国内大型食品/饮料/酒水公司     2000-5000人          融资未公开   \n",
       " 14                某广州IT服务公司       100-499人            NaN   \n",
       " 15                 知名港资快消集团     2000-5000人          融资未公开   \n",
       " 16                      一品红       500-999人         沪深A股上市   \n",
       " 17                     恒赢智航    5000-10000人       其他股票市场上市   \n",
       " 18                某广州IT服务公司       100-499人            NaN   \n",
       " 19             某广州计算机软件上市公司    5000-10000人            已上市   \n",
       " 20                     视源股份    5000-10000人         沪深A股上市   \n",
       " 21               广州银行股份有限公司    5000-10000人            NaN   \n",
       " 22               某大型知名互联网公司     1000-2000人          融资未公开   \n",
       " 23         某深圳电子/半导体/集成电路公司                           NaN   \n",
       " 24                某宁波电子商务公司       100-499人          融资未公开   \n",
       " 25                     汤臣倍健     2000-5000人         沪深A股上市   \n",
       " 26                某广州知名上市公司    5000-10000人            已上市   \n",
       " 27             建信金融科技有限责任公司    5000-10000人            NaN   \n",
       " 28                     华胜集团    5000-10000人            NaN   \n",
       " 29                    某安防公司       100-499人          融资未公开   \n",
       " 30                     越亮传奇       500-999人            NaN   \n",
       " 31                    泰容亿科技                           NaN   \n",
       " 32                 某广州互联网公司         50-99人            天使轮   \n",
       " 33                   广东蓝理建设       500-999人            NaN   \n",
       " 34                  某广州知名公司       100-499人            NaN   \n",
       " 35  广东省大湾区华南理工大学聚集诱导发光高等研究院         50-99人            NaN   \n",
       " 36                    某知名公司          1-49人            NaN   \n",
       " 37                     工艺之家       100-499人            NaN   \n",
       " 38                    某知名公司                           NaN   \n",
       " 39                      无限极     2000-5000人            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png        内容(音视频/阅读)   \n",
       " 1   634f899ab0584d35822417cb06u.png              电子商务   \n",
       " 2   60096cb986ddfd21f7c973d408u.png              电子商务   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 4   60af42bdd7e0220766018e7304u.png              电子商务   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 6   63da3c9d211aff1618cde20207u.png             文化艺术业   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png            专业技术服务   \n",
       " 8   62860cf27933ee37f03c289902u.png              人工智能   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 12  5bfe91b674719d35745ae24c03a.png                制药   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化   \n",
       " 16  60f0012c66b5e17b60aa022905u.png                制药   \n",
       " 17  5bfe91e274719d35745aeb5b03a.png              IT服务   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 20  5bfe95c674719df0ac98e51303a.png             计算机软件   \n",
       " 21  5bfe900574719d35745a8df003a.png                银行   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 25  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 27  62d900a5068a783307d8850402u.png             计算机软件   \n",
       " 28  5bfe8f3c74719d35745a663203a.png          汽车交易/后市场   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png              智能安防   \n",
       " 30  5bfe9c5774719df0ac9a31bc03a.png               互联网   \n",
       " 31  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 33  61b07937d0458d53c627567e02u.jpg           房地产开发经营   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png              咨询服务   \n",
       " 35  5f913e54ea60860b7539728f08u.jpg              生物技术   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png           其他商务服务业   \n",
       " 37  6273289b239a090faae8c2d403u.png             家具/家居   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png            专业技术服务   \n",
       " 39  5577a53528ee921e05f264d101a.png          食品/饮料/酒水   \n",
       " \n",
       "                                    comp.link  \\\n",
       " 0                                              \n",
       " 1   https://www.liepin.com/company/13297665/   \n",
       " 2    https://www.liepin.com/company/8448877/   \n",
       " 3                                              \n",
       " 4    https://www.liepin.com/company/9886227/   \n",
       " 5                                              \n",
       " 6   https://www.liepin.com/company/13393455/   \n",
       " 7                                              \n",
       " 8    https://www.liepin.com/company/9368549/   \n",
       " 9                                              \n",
       " 10                                             \n",
       " 11                                             \n",
       " 12   https://www.liepin.com/company/8086509/   \n",
       " 13                                             \n",
       " 14                                             \n",
       " 15                                             \n",
       " 16   https://www.liepin.com/company/8788514/   \n",
       " 17   https://www.liepin.com/company/9600943/   \n",
       " 18                                             \n",
       " 19                                             \n",
       " 20   https://www.liepin.com/company/7854025/   \n",
       " 21   https://www.liepin.com/company/6017109/   \n",
       " 22                                             \n",
       " 23                                             \n",
       " 24                                             \n",
       " 25   https://www.liepin.com/company/8080810/   \n",
       " 26                                             \n",
       " 27   https://www.liepin.com/company/9749905/   \n",
       " 28    https://www.liepin.com/company/466790/   \n",
       " 29                                             \n",
       " 30   https://www.liepin.com/company/1327734/   \n",
       " 31  https://www.liepin.com/company/13450471/   \n",
       " 32                                             \n",
       " 33  https://www.liepin.com/company/13352111/   \n",
       " 34                                             \n",
       " 35  https://www.liepin.com/company/12441049/   \n",
       " 36                                             \n",
       " 37  https://www.liepin.com/company/12475663/   \n",
       " 38                                             \n",
       " 39   https://www.liepin.com/company/8153394/   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  ...  \\\n",
       " 0               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]            False  ...   \n",
       " 1                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]            False  ...   \n",
       " 2                                              [架构设计]            False  ...   \n",
       " 3   [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...            False  ...   \n",
       " 4                                        [c端产品, 数据分析]            False  ...   \n",
       " 5                                               [制造业]            False  ...   \n",
       " 6                                  [用户研究, 产品规划, 数据分析]            False  ...   \n",
       " 7                     [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]            False  ...   \n",
       " 8   [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...            False  ...   \n",
       " 9                           [供应链产品, 团队管理, 产品优化, 产品设计]            False  ...   \n",
       " 10                               [金融产品, to B, web端产品]            False  ...   \n",
       " 11                           [中台产品, 平台产品, 产品优化, 产品设计]            False  ...   \n",
       " 12                                 [产品设计, b端产品, 需求分析]            False  ...   \n",
       " 13  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...            False  ...   \n",
       " 14                          [供应链产品, 团队管理, 产品优化, 产品设计]            False  ...   \n",
       " 15                                       [数据产品, 工具产品]            False  ...   \n",
       " 16                                                 []            False  ...   \n",
       " 17  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...            False  ...   \n",
       " 18                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]            False  ...   \n",
       " 19                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]            False  ...   \n",
       " 20                                         [办公软件、工具类]            False  ...   \n",
       " 21                                                 []            False  ...   \n",
       " 22         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]            False  ...   \n",
       " 23  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...            False  ...   \n",
       " 24                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]            False  ...   \n",
       " 25              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]            False  ...   \n",
       " 26                           [海外产品, 产品规划, 产品设计, 竞品分析]            False  ...   \n",
       " 27                           [安全产品, 需求管理, 团队管理, 产品设计]            False  ...   \n",
       " 28                           [用户研究, 产品优化, 需求分析, 产品规划]            False  ...   \n",
       " 29                                                 []            False  ...   \n",
       " 30                                            [计算机软件]            False  ...   \n",
       " 31                              [竞品分析, 战略规划咨询, 消费者研究]            False  ...   \n",
       " 32                                             [to C]            False  ...   \n",
       " 33                                             [产品策划]            False  ...   \n",
       " 34                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]            False  ...   \n",
       " 35                                                 []            False  ...   \n",
       " 36                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]            False  ...   \n",
       " 37                                       [产品规划, 团队管理]            False  ...   \n",
       " 38                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]            False  ...   \n",
       " 39  [推荐产品, 策略产品, AI人工智能产品, 数据产品, 产品规划, 调度策略产品, 增长产...            False  ...   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   8674b61a5d3a243db7d203dbacf6355b             False   \n",
       " 1   e36552938188a1aad74c93eafadb8eb7             False   \n",
       " 2   0edff9f2bed18e31910319d799c6f231             False   \n",
       " 3   52229be8ed4151f64b65e1f549214846             False   \n",
       " 4   3c0fd732e6e278f10a3daa157d820ce0             False   \n",
       " 5   152ea0d1cc79245b5e0c2419e0c7889a             False   \n",
       " 6   8a3dae76bb73929dae2c75f2e9902c36             False   \n",
       " 7   a9aff57fed3ec7e95e9eb1137e0cb75f             False   \n",
       " 8   733059c92588c041f79ea0c10a8cbb1d             False   \n",
       " 9   7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 10  427acd357091d000fbd248da0a9beae7             False   \n",
       " 11  10f97c2455afd910fa874f00626b9602             False   \n",
       " 12  2f42fd874540276863bd63b74d34940c             False   \n",
       " 13  52229be8ed4151f64b65e1f549214846             False   \n",
       " 14  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 15  0f67104d9d26e05a63878b22301425ad             False   \n",
       " 16  446fa8eec304cee5246608e7b5510cdd             False   \n",
       " 17  48f51445c66038af6c775cb4d7255adf             False   \n",
       " 18  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 19  fe574404935c0d1e8b980cb130e246e9             False   \n",
       " 20  5c5868e999f36bcead5ac560c4a69325             False   \n",
       " 21  3b122e2eb0f3601c98d7c9d26a3a9d56             False   \n",
       " 22  5e8058dd221f3ba7f3197cbe382c253e             False   \n",
       " 23  854021dc244dfb22cecfce0dea5b4198             False   \n",
       " 24  790d3da71b57592a14c5890f16935246             False   \n",
       " 25  5553774e1dfc4bd94e578f26109225be             False   \n",
       " 26  6581aa01b636d0e08fdbddb1e0920cee             False   \n",
       " 27  425c4ebdbee0453e66ce3b2014455cb9             False   \n",
       " 28  74bf268c1085038276aab7cb812982f9             False   \n",
       " 29  8b3d08baae34b6ce32673941a4fb8bc6             False   \n",
       " 30  e8745aba1f44ddd621b2f8f304de3409             False   \n",
       " 31  482d5a8bdcbf0b5931990edb605ae190             False   \n",
       " 32  d86d5c9396eeeb4489698228b50e3b3d             False   \n",
       " 33  2caa48423ee956a818ef0d3758d66ad0             False   \n",
       " 34  d50d67b8f0e1cad22cc21810df2b85f5             False   \n",
       " 35  e2cac8aad4c45314d4616ce5790167b4             False   \n",
       " 36  6b6942a24204002b1e94f085943be51b             False   \n",
       " 37  013a0c3a6a4b6507da91b9e78a82b4c3             False   \n",
       " 38  9b826439a2d7cdf6ce54860182ba9f12             False   \n",
       " 39  199d52aee2fdb0350a6b1be0df693ec9             False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      陈先生                     猎头顾问   \n",
       " 1                      王女士                     人事专员   \n",
       " 2                      庄女士                   储备项目经理   \n",
       " 3                      李女士                     猎头顾问   \n",
       " 4                      陈女士                            \n",
       " 5                      陈女士                     猎头顾问   \n",
       " 6                      唐女士                            \n",
       " 7                      郭女士                     猎头顾问   \n",
       " 8                      臧女士                     人事主管   \n",
       " 9                      胡女士                     猎头顾问   \n",
       " 10                     潘先生                     猎头顾问   \n",
       " 11                     纪女士                     猎头顾问   \n",
       " 12                     许女士                       HR   \n",
       " 13                     李女士                     猎头顾问   \n",
       " 14                     胡女士                     猎头顾问   \n",
       " 15                     杨女士                     猎头顾问   \n",
       " 16                     杨先生               一品红药业集团管理员   \n",
       " 17                     潘女士                     招聘专员   \n",
       " 18                     胡女士                     猎头顾问   \n",
       " 19                     林先生                     猎头顾问   \n",
       " 20                     李女士                    顾问(C)   \n",
       " 21                     孔女士                  总行人力资源部   \n",
       " 22                     林女士                     猎头顾问   \n",
       " 23                     孟女士                     猎头顾问   \n",
       " 24                     赵先生                     猎头顾问   \n",
       " 25                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 26                     杨女士                     猎头顾问   \n",
       " 27                     谭女士                       HR   \n",
       " 28                     施女士                     HRBP   \n",
       " 29                     黎先生                     猎头顾问   \n",
       " 30                     赵女士                   人力资源专员   \n",
       " 31                     谭先生                   照明产品总监   \n",
       " 32                     陈先生                     猎头顾问   \n",
       " 33                     唐女士                            \n",
       " 34                     罗女士                     猎头顾问   \n",
       " 35                     李女士                     项目专员   \n",
       " 36                     江先生                     猎头顾问   \n",
       " 37                     郑先生                     行政主管   \n",
       " 38                     毛先生                     猎头顾问   \n",
       " 39                     刘先生                     招聘主任   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 1   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 2   1ff91052738743e19809d03804875792                    2   \n",
       " 3   47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 4   091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 5   57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 6   0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 7   88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 8   6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 9   20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 10  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 11  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 12  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 13  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 14  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 15  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 16  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 17  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 18  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 19  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 20  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 21  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 22  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 23  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 24  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 25  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 26  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 27  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 28  00ab69a33a4362ca50484ed2ccee87d4                    2   \n",
       " 29  a75b25f528b30730337193710fe42056                    2   \n",
       " 30  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 31  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " 32  f0258091c04d5525835da8f121f93219                    2   \n",
       " 33  7b04fb242fcc83f15c4deb543ee50277                    2   \n",
       " 34  c14df598a8459cf0f4067025f1d6ce6f                    2   \n",
       " 35  a41658630d71e5f9ee7b65a82243fe9b                    2   \n",
       " 36  3a352d82d05cf901be3900059d28d9fd                    2   \n",
       " 37  299688c44992e4313a8b4208b41a2597                    2   \n",
       " 38  25cf5020be352b2c05cd690f9a5023eb                    2   \n",
       " 39  fb15877a7aedf5cce37b0b202b2adc1c                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId job.pcOuterLink  \\\n",
       " 0    6100ba7999bae10d052ceaa608u.png         NaN             NaN   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  13297665.0                   \n",
       " 2    5f8f98648dbe6273dcf8515508u.jpg   8448877.0                   \n",
       " 3    612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 4    5f8f986779c7cc70efbf36c008u.jpg   9886227.0                   \n",
       " 5    6041904cac649a4e4185175f05u.png         NaN             NaN   \n",
       " 6    5f8f986779c7cc70efbf36c008u.jpg  13393455.0                   \n",
       " 7    628c33a6256da95d600ec7a305u.jpg         NaN             NaN   \n",
       " 8   63749d37ea177d16a68dcfd601u.jpeg   9368549.0                   \n",
       " 9    5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 10   5f8fa3a679c7cc70efbf444e08u.png         NaN             NaN   \n",
       " 11   642e8e49de25b83c3c8d509707u.png         NaN             NaN   \n",
       " 12   54d1e78d712eb4f6b84c788f02c.jpg   8086509.0                   \n",
       " 13   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 14   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 15  636899c231cd614a2518fd6603u.jpeg         NaN             NaN   \n",
       " 16   5f8f986aea60860b75384fab08u.jpg   8788514.0                   \n",
       " 17   5f8f98648dbe6273dcf8515508u.jpg   9600943.0                   \n",
       " 18   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 19   60594891e67dd642e66167e607u.jpg         NaN             NaN   \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg   7854025.0                   \n",
       " 21   5f8f986779c7cc70efbf36c008u.jpg   6017109.0                   \n",
       " 22   61763c997ee42471be22de7101u.png         NaN             NaN   \n",
       " 23   641a757dffdf96787e4eef0105u.png         NaN             NaN   \n",
       " 24   60aef83a1d480101d4219a6e07u.png         NaN             NaN   \n",
       " 25   5f8f986c79c7cc70efbf36c808u.jpg   8080810.0                   \n",
       " 26   623ad357dba87875df4a0eee03u.png         NaN             NaN   \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg   9749905.0                   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg    466790.0                   \n",
       " 29   5fc838b87d6477448762618c01u.png         NaN             NaN   \n",
       " 30   54d1e761712e7147fd8062c902c.jpg   1327734.0                   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg  13450471.0                   \n",
       " 32   5f8fa3a78dbe6273dcf85e2608u.png         NaN             NaN   \n",
       " 33   5f8f9866dfb13a7dee342f1808u.jpg  13352111.0                   \n",
       " 34  63f5d0b11698640aa7684e9906u.jpeg         NaN             NaN   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg  12441049.0                   \n",
       " 36   62300429e189c57d8b6a8b7108u.jpg         NaN             NaN   \n",
       " 37   5f8f986bdfb13a7dee342f2108u.jpg  12475663.0                   \n",
       " 38   5b5180248e5068430d974fe704a.jpg         NaN             NaN   \n",
       " 39   5f8f98698dbe6273dcf8516008u.jpg   8153394.0                   \n",
       " \n",
       "    job.h5OuterLink  \n",
       " 0              NaN  \n",
       " 1                   \n",
       " 2                   \n",
       " 3              NaN  \n",
       " 4                   \n",
       " 5              NaN  \n",
       " 6                   \n",
       " 7              NaN  \n",
       " 8                   \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11             NaN  \n",
       " 12                  \n",
       " 13             NaN  \n",
       " 14             NaN  \n",
       " 15             NaN  \n",
       " 16                  \n",
       " 17                  \n",
       " 18             NaN  \n",
       " 19             NaN  \n",
       " 20                  \n",
       " 21                  \n",
       " 22             NaN  \n",
       " 23             NaN  \n",
       " 24             NaN  \n",
       " 25                  \n",
       " 26             NaN  \n",
       " 27                  \n",
       " 28                  \n",
       " 29             NaN  \n",
       " 30                  \n",
       " 31                  \n",
       " 32             NaN  \n",
       " 33                  \n",
       " 34             NaN  \n",
       " 35                  \n",
       " 36             NaN  \n",
       " 37                  \n",
       " 38             NaN  \n",
       " 39                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44983979\",\"userId\":\"8dc308e2c8eeab27...   \n",
       " 1   {\"jobId\":\"44018343\",\"userId\":\"2a16575568442620...   \n",
       " 2   {\"jobId\":\"43984517\",\"userId\":\"1bdb86e90f5f9df4...   \n",
       " 3   {\"jobId\":\"34595667\",\"userId\":\"ace89497d02cfc2b...   \n",
       " 4   {\"jobId\":\"53478973\",\"userId\":\"eb0b6a82f46a93e4...   \n",
       " 5   {\"jobId\":\"44689287\",\"userId\":\"b381d38f0cee8d1f...   \n",
       " 6   {\"jobId\":\"30434291\",\"userId\":\"1cd0965588ebd1db...   \n",
       " 7   {\"jobId\":\"44021199\",\"userId\":\"709e8aeb3538eed1...   \n",
       " 8   {\"jobId\":\"52437559\",\"userId\":\"78c83a22c46ecd9e...   \n",
       " 9   {\"jobId\":\"52026215\",\"userId\":\"cecd14313445db38...   \n",
       " 10  {\"jobId\":\"45206337\",\"userId\":\"0b90996a2f9adfae...   \n",
       " 11  {\"jobId\":\"43510817\",\"userId\":\"2ffc1715fbcc5efe...   \n",
       " 12  {\"jobId\":\"44918257\",\"userId\":\"12906f325e579ac0...   \n",
       " 13  {\"jobId\":\"43399655\",\"userId\":\"1d5b623cbe635ced...   \n",
       " 14  {\"jobId\":\"45184387\",\"userId\":\"0550448bc57129e0...   \n",
       " 15  {\"jobId\":\"55167155\",\"userId\":\"bc77e822d4dda6fe...   \n",
       " 16  {\"jobId\":\"45206373\",\"userId\":\"0b90996a2f9adfae...   \n",
       " 17  {\"jobId\":\"44743767\",\"userId\":\"a752141ff070c19c...   \n",
       " 18  {\"jobId\":\"56880385\",\"userId\":\"b3535e7b8e3aad75...   \n",
       " 19  {\"jobId\":\"55819003\",\"userId\":\"7c0e4c1b503e0c7d...   \n",
       " 20  {\"jobId\":\"56432501\",\"userId\":\"0531221c6a9e124a...   \n",
       " 21  {\"jobId\":\"45052973\",\"userId\":\"383fe8c94f09dd53...   \n",
       " 22  {\"jobId\":\"56723949\",\"userId\":\"c450ca2cf72a17c0...   \n",
       " 23  {\"jobId\":\"43539859\",\"userId\":\"66583d76438f5e28...   \n",
       " 24  {\"jobId\":\"45046519\",\"userId\":\"709e8aeb3538eed1...   \n",
       " 25  {\"jobId\":\"44900867\",\"userId\":\"82d451c081647013...   \n",
       " 26  {\"jobId\":\"44886089\",\"userId\":\"395d263b62b16309...   \n",
       " 27  {\"jobId\":\"56917271\",\"userId\":\"c877d20a3c43e6ae...   \n",
       " 28  {\"jobId\":\"43201933\",\"userId\":\"b609d3735eb60822...   \n",
       " 29  {\"jobId\":\"44905963\",\"userId\":\"15c5fbbcb4ff72c4...   \n",
       " 30  {\"jobId\":\"56983293\",\"userId\":\"926b2c62dc6a39b3...   \n",
       " 31  {\"jobId\":\"53702659\",\"userId\":\"bafdcbac77dfa8b1...   \n",
       " 32  {\"jobId\":\"44602917\",\"userId\":\"ec523857ea6af803...   \n",
       " 33  {\"jobId\":\"43691075\",\"userId\":\"06a038910825acb8...   \n",
       " 34  {\"jobId\":\"57107999\",\"userId\":\"a763a6e12f4cc174...   \n",
       " 35  {\"jobId\":\"57318589\",\"userId\":\"8f06eaa46f0a3f35...   \n",
       " 36  {\"jobId\":\"51334281\",\"userId\":\"26d7d9b095087c2f...   \n",
       " 37  {\"jobId\":\"44763635\",\"userId\":\"70bca3e311f045a4...   \n",
       " 38  {\"jobId\":\"31859047\",\"userId\":\"9bd2efa895ae02aa...   \n",
       " 39  {\"jobId\":\"44816077\",\"userId\":\"ab53a552a95d8c4a...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2244983979%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2244018343%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2243984517%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2234595667%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2253478973%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244689287%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2230434291%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244021199%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2252437559%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2252026215%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2245206337%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2243510817%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2244918257%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2243399655%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2245184387%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2255167155%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2245206373%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2244743767%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2256880385%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2255819003%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2256432501%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245052973%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2256723949%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2243539859%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2245046519%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2244900867%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2244886089%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2256917271%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2243201933%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2244905963%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2256983293%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2253702659%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2244602917%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2243691075%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2257107999%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2257318589%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2251334281%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2244763635%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2231859047%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2244816077%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                                  []  44983979   \n",
       " 1   [客户端产品, 增长产品, 云计算, IT互联网, 用户研究, 产品规划, 交互设计, 产品...  44018343   \n",
       " 2   [AI人工智能产品, 数据产品, 推荐产品, 工具产品, 策略产品, 人工智能, 团队管理,...  43984517   \n",
       " 3          [数据产品, 用户研究, 产品规划, 竞品分析, 需求分析, 产品设计, 产品优化]  34595667   \n",
       " 4         [CRM系统, 产品优化, 用户研究, 产品设计, 需求分析, 产品规划, 交互设计]  53478973   \n",
       " 5   [产品规划, 电商产品, 供应链产品, CRM产品, ERP产品, 电子商务, 家电行业, ...  44689287   \n",
       " 6                                              [产品市场]  30434291   \n",
       " 7                [产品设计, 产品规划, 需求管理, 需求挖掘, 团队管理, 交互设计]  44021199   \n",
       " 8                         [医药行业, 医药科技, 医疗行业, 互联网医疗平台]  52437559   \n",
       " 9                                                  []  52026215   \n",
       " 10   [新能源, 计算机软件, 产品设计, 产品规划, 产品优化, 需求挖掘, 用户研究, 流程设计]  45206337   \n",
       " 11                    [商业产品, IT互联网, 产品设计, 团队管理, 用户研究]  43510817   \n",
       " 12  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 竞品分析, 产品规划, 市...  44918257   \n",
       " 13                                                 []  43399655   \n",
       " 14              [教育行业, 计算机软件, 产品规划, 竞品分析, 用户研究, 产品优化]  45184387   \n",
       " 15   [产品设计, 用户研究, 竞品分析, 需求说明, 产品规划, 产品优化, 需求分析, 市场调研]  55167155   \n",
       " 16                           [策略产品, 市场调研, 产品规划, 团队管理]  45206373   \n",
       " 17  [供应链产品, 硬件产品, IT互联网, 电子商务, 金融行业, 智能硬件, 移动端产品, ...  44743767   \n",
       " 18  [跨境电商, 采购, 消费品, 产品规划, 市场调研, 电商产品, 海外产品, 电子商务, ...  56880385   \n",
       " 19            [工具产品, MAXHUB, 音视频产品, 会议软件, 智能硬件, to B]  55819003   \n",
       " 20              [IT互联网, 产品设计, 用户研究, 交互设计, 产品规划, 需求分析]  56432501   \n",
       " 21  [计算机软件, 产品规划, 产品设计, 竞品分析, 团队管理, 市场调研, 产品优化, 用户研究]  45052973   \n",
       " 22                           [无人机, 无人机载荷, 激光雷达, 光学相机]  56723949   \n",
       " 23  [支付产品, 定价/竞价产品, 策略产品, 支付行业, 聚合支付, 产品规划, 产品优化, ...  43539859   \n",
       " 24  [数据产品, 金融产品, 策略产品, 风控产品, 金融理财/贷款, 金融行业, IT互联网,...  45046519   \n",
       " 25                                       [产品设计, 数据分析]  44900867   \n",
       " 26                                              [笔记本]  44886089   \n",
       " 27                    [客户端产品, to B, 产品规划, 产品设计, 团队管理]  56917271   \n",
       " 28                                                 []  43201933   \n",
       " 29                          [电子商务, 产品规划, to C, 供应链产品]  44905963   \n",
       " 30                               [国产化, 信创, 生态产品, 云桌面]  56983293   \n",
       " 31  [家具行业, 建材, 电子商务, 家电行业, 产品规划, 用户研究, 需求分析, 竞品分析,...  53702659   \n",
       " 32  [客户端产品, 增长产品, IT互联网, 招聘行业, 用户研究, 交互设计, 产品优化, 移...  44602917   \n",
       " 33                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  43691075   \n",
       " 34                                 [策略产品, 产品规划, 市场调研]  57107999   \n",
       " 35      [硬件产品, 硬件系统集成, 电子/半导体/集成电路, 用户研究, 产品设计, 团队管理]  57318589   \n",
       " 36  [数据产品, 工具产品, 产品设计, 产品规划, 数据分析, 团队管理, Axure, 需求...  51334281   \n",
       " 37                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44763635   \n",
       " 38                                 [工具产品, 团队管理, 产品规划]  31859047   \n",
       " 39                                [电商产品, 商品物流, 供应链管理]  44816077   \n",
       " \n",
       "                   job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                芯片产品经理（广州）  25-50k·14薪  广州-黄埔区           1   \n",
       " 1          客户端产品经理（985/211）      20-35k      广州           1   \n",
       " 2                    AI产品经理  15-23k·16薪  广州-白云区           1   \n",
       " 3                  智慧环保产品经理      12-20k      广州           2   \n",
       " 4   产品经理（CRM/营销） (MJ002828)  17-22k·13薪      广州           2   \n",
       " 5                    电商产品经理      18-35k      广州           1   \n",
       " 6       产品经理/高级产品经理（母婴日化产品）      18-25k      广州           2   \n",
       " 7                  高级OS产品经理  20-40k·15薪  广州-天河区           1   \n",
       " 8          产品经理（互联网医疗/医药电商）      10-15k      广州           2   \n",
       " 9                    硬件产品经理  15-25k·13薪      广州           2   \n",
       " 10                   售前产品经理  15-26k·13薪      广州           1   \n",
       " 11                     产品经理      25-35k      广州           1   \n",
       " 12               产品经理（工控主板）  15-25k·13薪  广州-天河区           1   \n",
       " 13                     产品经理      15-30k      广州           1   \n",
       " 14            软件产品经理（PC云桌面）  25-50k·13薪  广州-黄埔区           1   \n",
       " 15                     产品经理      10-22k  广州-黄埔区           2   \n",
       " 16                     产品经理  15-30k·13薪      广州           1   \n",
       " 17                   高级产品经理  40-60k·16薪      广州           1   \n",
       " 18         跨境电商产品经理(J10187)  15-30k·13薪  广州-天河区           2   \n",
       " 19                   软件产品经理  20-30k·14薪  广州-黄埔区           2   \n",
       " 20                     产品经理  15-30k·15薪  广州-番禺区           2   \n",
       " 21                 LIMS产品经理      25-35k      广州           1   \n",
       " 22         高级产品经理（无人机载荷与视觉）  20-40k·13薪  广州-黄埔区           2   \n",
       " 23                 企业支付产品经理      20-28k      广州           1   \n",
       " 24                     产品经理      25-40k  广州-黄埔区           1   \n",
       " 25                   AI产品经理  20-40k·15薪      广州           1   \n",
       " 26                     产品经理  15-20k·13薪  广州-黄埔区           1   \n",
       " 27            产品经理（电力行业市场侧）      13-22k      广州           2   \n",
       " 28                     产品经理      15-30k      广州           1   \n",
       " 29              产品经理 - eWMS  30-45k·14薪      广州           1   \n",
       " 30                   高级产品经理  25-50k·13薪  广州-黄埔区           2   \n",
       " 31                  产品经理/主管      15-30k      广州           2   \n",
       " 32                  产品经理/总监      30-40k  广州-越秀区           1   \n",
       " 33                 数据中台产品经理      20-25k  广州-黄埔区           1   \n",
       " 34                     产品经理      20-30k  广州-天河区           2   \n",
       " 35                     产品经理  10-18k·13薪  广州-天河区           2   \n",
       " 36             产品经理(J12123)      10-15k      广州           2   \n",
       " 37                   数据产品经理  25-35k·14薪  广州-黄埔区           1   \n",
       " 38               产品经理（分子诊断）      16-25k  广州-海珠区           2   \n",
       " 39                   电商产品经理  25-26k·13薪  广州-天河区           1   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=9&d...       False  ...   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0   5ff1bdd23059cc17bf3015c202u.png       电子/半导体/集成电路             A轮   \n",
       " 1   6131755e302b341ef11619fb05u.jpg               互联网          融资未公开   \n",
       " 2   5e19f13b6324626e17922ade05u.jpg            互联网/电商          融资未公开   \n",
       " 3   5549d80e0cf2995a4d53931b01a.jpg              IT服务            NaN   \n",
       " 4   6041ba5a587acf01b419342806u.png           农/林/牧/渔         沪深A股上市   \n",
       " 5   5f6b1f50dfb13a7dee2443fe01u.jpg              电子商务          融资未公开   \n",
       " 6   5bd962c38e50a3257f7c32d304a.jpg                制药         沪深A股上市   \n",
       " 7   6260f43cdd626573ce573c5e06u.png           生活服务O2O          融资未公开   \n",
       " 8   60ad20597b88ca71cbff531102u.png              医疗机构          融资未公开   \n",
       " 9   5f8f9863f6d1ab58476f246a08u.jpg              电子商务            NaN   \n",
       " 10  61bc84a4d8489c6530a2c45a03u.png              通信设备            已上市   \n",
       " 11  63e9f4ad54b4ac2876a3920b08u.jpg               互联网          融资未公开   \n",
       " 12  63f76464db94980a1120e1e802u.png             计算机软件          融资未公开   \n",
       " 13  5f8fa3b979c7cc70efbf445908u.png                制药          融资未公开   \n",
       " 14  62d4b50f8604e32a3078ec5a02u.png             计算机软件            已上市   \n",
       " 15  5f8f986bdfb13a7dee342f2108u.jpg       电子/半导体/集成电路            NaN   \n",
       " 16  61bc84a4d8489c6530a2c45a03u.png              通信设备            已上市   \n",
       " 17  5e78674c5a1a60079d530fb905u.jpg           在线社交/媒体            NaN   \n",
       " 18  5f8f986779c7cc70efbf36c008u.jpg               互联网            NaN   \n",
       " 19  611d1f559920a53a8b87115001u.png             计算机软件         沪深A股上市   \n",
       " 20  5f8f98648dbe6273dcf8515508u.jpg             计算机软件             B轮   \n",
       " 21  6035d7a584ad24491745ea2b03u.jpg               互联网            NaN   \n",
       " 22  5f8f9863f6d1ab58476f246a08u.jpg       电子/半导体/集成电路            NaN   \n",
       " 23  54d0c009712e13549ab1d3a802c.jpg              科技金融           战略融资   \n",
       " 24  6260f43cdd626573ce573c5e06u.png               互联网          融资未公开   \n",
       " 25  5bed453f8e5058666cc6d02704a.jpg              专业服务            NaN   \n",
       " 26  62a8497f25b5ea398bf7d16504u.jpg              电子商务          融资未公开   \n",
       " 27  6308c09de8bc87002b7a6ec908u.png             计算机软件            NaN   \n",
       " 28  623193f1da1d3077a00fb0dd06u.png                制药          融资未公开   \n",
       " 29  61a42e23d3b9f4116e68ab6807u.png                化工          融资未公开   \n",
       " 30  5f8f9866dfb13a7dee342f1808u.jpg             计算机软件         沪深A股上市   \n",
       " 31  5f8f986779c7cc70efbf36c008u.jpg              金属制品            NaN   \n",
       " 32  603a62935e92cc3ae5d437d008u.png               互联网           战略融资   \n",
       " 33  5da161f60c1585184592079302u.png            专业技术服务             A轮   \n",
       " 34  5f8f9863f6d1ab58476f246a08u.jpg                制药            NaN   \n",
       " 35  5f8f9866dfb13a7dee342f1808u.jpg               互联网            NaN   \n",
       " 36  5f8f98648dbe6273dcf8515508u.jpg              IT服务          创业板上市   \n",
       " 37  612a15bd7f30cf17c572754903u.png            知识产权服务            NaN   \n",
       " 38  5f8f9863f6d1ab58476f246a08u.jpg              生物技术            NaN   \n",
       " 39  63219e40e09a8076a83a5cbe03u.png          食品/饮料/酒水          融资未公开   \n",
       " \n",
       "                       comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png        某广州电子技术公司       100-499人   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司     1000-2000人   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png         广州知名上市企业       10000人以上   \n",
       " 3   554726340cf2995a4d533e4b01a.jpg             旭诚科技       100-499人   \n",
       " 4   54d1e9be712e7147fd812a4002c.png             海大集团       10000人以上   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某电子商务公司       100-499人   \n",
       " 6   5d1ae9653fa7ce27b2a86f1706u.png       康芝药业股份有限公司     1000-2000人   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png     某广州生活服务O2O公司       100-499人   \n",
       " 8   628b4f1efd2f9b3a2870bcf203u.png     广东莲藕健康科技有限公司       100-499人   \n",
       " 9   61b07937d0458d53c627567e02u.jpg         礁石数据(广州)       100-499人   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png      某广州通信设备上市公司       100-499人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司       100-499人   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png     某广州大型计算机软件公司       500-999人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某国内制药公司       100-499人   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png     某广州计算机软件上市公司    5000-10000人   \n",
       " 15  624f0bba54fa06672bd122d404u.jpg    广州龙建达电子股份有限公司         50-99人   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png      某广州通信设备上市公司       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png            某知名公司     1000-2000人   \n",
       " 18  6266370774cdaf57ee15a90a04u.png     遨森电子商务股份有限公司     1000-2000人   \n",
       " 19  5bfe95c674719df0ac98e51303a.png             视源股份    5000-10000人   \n",
       " 20  5e7c7bef37483e328d67342d06u.png             蘑菇物联       100-499人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司                  \n",
       " 22  620371dcd165a7223961e4c503u.png   广东人工智能与先进计算研究院       100-499人   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png      某北京大型科技金融公司    5000-10000人   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司       100-499人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          某平台集团公司          1-49人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png        某广州电子商务公司       100-499人   \n",
       " 27  619eec711aa74f23de4804bb06u.png             健新科技       500-999人   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png          某国内制药公司       100-499人   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png            某知名公司       100-499人   \n",
       " 30  5bfe95c674719df0ac98e51303a.png             视源股份    5000-10000人   \n",
       " 31  614ac710f68734382b598c8906u.png    广东拓必拓科技股份有限公司       500-999人   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某广州互联网公司       100-499人   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png    某广州大型专业技术服务公司       500-999人   \n",
       " 34  5a1b7a5470323b4a84a43f1b06a.png   广东中润医药(集团)有限公司       100-499人   \n",
       " 35  61b07937d0458d53c627567e02u.jpg    广州市华标科技发展有限公司       100-499人   \n",
       " 36  58da3d3d7032bfe7c3ed63ea05a.jpg    高新兴科技集团股份有限公司     2000-5000人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png      某广州知识产权服务公司          1-49人   \n",
       " 38  5ca1dec5261c454598fe601001u.png     广州嘉检医学检测有限公司       100-499人   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png  某广州大型食品/饮料/酒水公司    5000-10000人   \n",
       " \n",
       "                                    comp.link job.pcOuterLink  job.h5OuterLink  \\\n",
       " 0                                                        NaN              NaN   \n",
       " 1                                                        NaN              NaN   \n",
       " 2                                                        NaN              NaN   \n",
       " 3    https://www.liepin.com/company/8466811/                                    \n",
       " 4     https://www.liepin.com/company/854827/                                    \n",
       " 5                                                        NaN              NaN   \n",
       " 6    https://www.liepin.com/company/2051572/                                    \n",
       " 7                                                        NaN              NaN   \n",
       " 8   https://www.liepin.com/company/10273173/                                    \n",
       " 9   https://www.liepin.com/company/12689119/                                    \n",
       " 10                                                       NaN              NaN   \n",
       " 11                                                       NaN              NaN   \n",
       " 12                                                       NaN              NaN   \n",
       " 13                                                       NaN              NaN   \n",
       " 14                                                       NaN              NaN   \n",
       " 15  https://www.liepin.com/company/13382601/                                    \n",
       " 16                                                       NaN              NaN   \n",
       " 17                                                       NaN              NaN   \n",
       " 18  https://www.liepin.com/company/13116303/                                    \n",
       " 19   https://www.liepin.com/company/7854025/                                    \n",
       " 20   https://www.liepin.com/company/9131583/                                    \n",
       " 21                                                       NaN              NaN   \n",
       " 22  https://www.liepin.com/company/13000709/                                    \n",
       " 23                                                       NaN              NaN   \n",
       " 24                                                       NaN              NaN   \n",
       " 25                                                       NaN              NaN   \n",
       " 26                                                       NaN              NaN   \n",
       " 27   https://www.liepin.com/company/8838245/                                    \n",
       " 28                                                       NaN              NaN   \n",
       " 29                                                       NaN              NaN   \n",
       " 30   https://www.liepin.com/company/7854025/                                    \n",
       " 31   https://www.liepin.com/company/7939393/                                    \n",
       " 32                                                       NaN              NaN   \n",
       " 33                                                       NaN              NaN   \n",
       " 34   https://www.liepin.com/company/6393769/                                    \n",
       " 35   https://www.liepin.com/company/9171509/                                    \n",
       " 36   https://www.liepin.com/company/8010374/                                    \n",
       " 37                                                       NaN              NaN   \n",
       " 38   https://www.liepin.com/company/8773130/                                    \n",
       " 39                                                       NaN              NaN   \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1          NaN  \n",
       " 2          NaN  \n",
       " 3    8466811.0  \n",
       " 4     854827.0  \n",
       " 5          NaN  \n",
       " 6    2051572.0  \n",
       " 7          NaN  \n",
       " 8   10273173.0  \n",
       " 9   12689119.0  \n",
       " 10         NaN  \n",
       " 11         NaN  \n",
       " 12         NaN  \n",
       " 13         NaN  \n",
       " 14         NaN  \n",
       " 15  13382601.0  \n",
       " 16         NaN  \n",
       " 17         NaN  \n",
       " 18  13116303.0  \n",
       " 19   7854025.0  \n",
       " 20   9131583.0  \n",
       " 21         NaN  \n",
       " 22  13000709.0  \n",
       " 23         NaN  \n",
       " 24         NaN  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27   8838245.0  \n",
       " 28         NaN  \n",
       " 29         NaN  \n",
       " 30   7854025.0  \n",
       " 31   7939393.0  \n",
       " 32         NaN  \n",
       " 33         NaN  \n",
       " 34   6393769.0  \n",
       " 35   9171509.0  \n",
       " 36   8010374.0  \n",
       " 37         NaN  \n",
       " 38   8773130.0  \n",
       " 39         NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"崔女士\",\"imId\":\"5e0373e6511386c...   \n",
       " 1   {\"recruiterName\":\"陈先生\",\"imId\":\"711204904fca1f3...   \n",
       " 2   {\"recruiterName\":\"陈先生\",\"imId\":\"09769b50912e55a...   \n",
       " 3   {\"recruiterName\":\"刘先生\",\"imId\":\"eb9a632e0b1a9a1...   \n",
       " 4   {\"recruiterName\":\"陈女士\",\"imId\":\"b22f68d79671649...   \n",
       " 5   {\"recruiterName\":\"涂女士\",\"imId\":\"dd5d4e82e04881a...   \n",
       " 6   {\"recruiterName\":\"祁女士\",\"imId\":\"09d7cf4237eead6...   \n",
       " 7   {\"recruiterName\":\"黄女士\",\"imId\":\"498067bb1f1e086...   \n",
       " 8   {\"recruiterName\":\"杨女士\",\"imId\":\"38182daa8f6bb89...   \n",
       " 9   {\"recruiterName\":\"侯女士\",\"imId\":\"560d051119cd2e1...   \n",
       " 10  {\"recruiterName\":\"贺女士\",\"imId\":\"7c51dc9ff303b3c...   \n",
       " 11  {\"recruiterName\":\"李先生\",\"imId\":\"2814fd450cc4b82...   \n",
       " 12  {\"recruiterName\":\"蒋女士\",\"imId\":\"44a618f48b67b75...   \n",
       " 13  {\"recruiterName\":\"许女士\",\"imId\":\"94904b03dc048e4...   \n",
       " 14  {\"recruiterName\":\"谢先生\",\"imId\":\"d48604778211b9c...   \n",
       " 15  {\"recruiterName\":\"陈先生\",\"imId\":\"b5148fa6e74b9c4...   \n",
       " 16  {\"recruiterName\":\"邓女士\",\"imId\":\"715b474446a8e8b...   \n",
       " 17  {\"recruiterName\":\"黄女士\",\"imId\":\"ab96327731ebf71...   \n",
       " 18  {\"recruiterName\":\"王女士\",\"imId\":\"d44f7af0d5e88bb...   \n",
       " 19  {\"recruiterName\":\"邱女士\",\"imId\":\"cc89d747c25283e...   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"imId\":\"b21c073bc50bc8f...   \n",
       " 21  {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       " 22  {\"recruiterName\":\"陈女士\",\"imId\":\"08c017ac7cea445...   \n",
       " 23  {\"recruiterName\":\"林女士\",\"imId\":\"1bc13934e7e7c7d...   \n",
       " 24  {\"recruiterName\":\"史女士\",\"imId\":\"0951d72cde7a6f8...   \n",
       " 25  {\"recruiterName\":\"丘女士\",\"imId\":\"02f3c09179e709b...   \n",
       " 26  {\"recruiterName\":\"王女士\",\"imId\":\"ba01035e7babf9f...   \n",
       " 27  {\"recruiterName\":\"陈先生\",\"imId\":\"09769b50912e55a...   \n",
       " 28  {\"recruiterName\":\"邓女士\",\"imId\":\"715b474446a8e8b...   \n",
       " 29  {\"recruiterName\":\"刘女士\",\"imId\":\"d822bd20bd7d62f...   \n",
       " 30  {\"recruiterName\":\"邓女士\",\"imId\":\"715b474446a8e8b...   \n",
       " 31  {\"recruiterName\":\"刘女士\",\"imId\":\"794026459431c35...   \n",
       " 32  {\"recruiterName\":\"唐先生\",\"imId\":\"7948444e5a2303d...   \n",
       " 33  {\"recruiterName\":\"王先生\",\"imId\":\"27119965a75184b...   \n",
       " 34  {\"recruiterName\":\"刘女士\",\"imId\":\"7a570a978015255...   \n",
       " 35  {\"recruiterName\":\"朱女士\",\"imId\":\"721e2a0b37fc22c...   \n",
       " 36  {\"recruiterName\":\"李女士\",\"imId\":\"b23d2e88f6dfc7c...   \n",
       " 37  {\"recruiterName\":\"黎先生\",\"imId\":\"2c181dff0a8a579...   \n",
       " 38  {\"recruiterName\":\"李女士\",\"imId\":\"527ae970f9a359d...   \n",
       " 39  {\"recruiterName\":\"麦女士\",\"imId\":\"993e0dcb3004496...   \n",
       " \n",
       "                                              dataInfo   comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...         某知名通信公司   \n",
       " 1   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            龙腾出行   \n",
       " 2   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...        运营商全资子公司   \n",
       " 3   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            天隆科技   \n",
       " 4   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...  粤港澳大湾区(广东)国创中心   \n",
       " 5   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   某广州大型专业技术服务公司   \n",
       " 6   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   北京康派特医疗器械有限公司   \n",
       " 7   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...         某广州知名公司   \n",
       " 8   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...  拱极生物医药(广州)有限公司   \n",
       " 9   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            海量数据   \n",
       " 10  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...           SHEIN   \n",
       " 11  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...              小米   \n",
       " 12  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            酷狗音乐   \n",
       " 13  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            视源股份   \n",
       " 14  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   某广州大型专业技术服务公司   \n",
       " 15  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...         某大型通信企业   \n",
       " 16  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    某广州计算机软件上市公司   \n",
       " 17  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    梅州客商银行股份有限公司   \n",
       " 18  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...           某知名公司   \n",
       " 19  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    佳都科技集团股份有限公司   \n",
       " 20  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...      前海爱讯科技有限公司   \n",
       " 21  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...           某安防公司   \n",
       " 22  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    广州盒子互联科技有限公司   \n",
       " 23  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...         唯品会(中国)   \n",
       " 24  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...       某广州医疗器械公司   \n",
       " 25  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    某广州大型计算机软件公司   \n",
       " 26  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            一康医疗   \n",
       " 27  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...       某大型知名通信公司   \n",
       " 28  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    某广州计算机软件上市公司   \n",
       " 29  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    广州嘉检医学检测有限公司   \n",
       " 30  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    某广州计算机软件上市公司   \n",
       " 31  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            欢聚集团   \n",
       " 32  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...    某广州大型计算机软件公司   \n",
       " 33  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...       某国内大型化工公司   \n",
       " 34  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            柏视医疗   \n",
       " 35  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...            视源股份   \n",
       " 36  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...           易留帮教育   \n",
       " 37  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...      某国内大型快消品公司   \n",
       " 38  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...         某平台集团公司   \n",
       " 39  %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...           SHEIN   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0        500-999人              通信设备          融资未公开   \n",
       " 1        100-499人               互联网            NaN   \n",
       " 2        100-499人        内容(音视频/阅读)          融资未公开   \n",
       " 3      1000-2000人              医疗器械            NaN   \n",
       " 4        100-499人           政府/公共事业            NaN   \n",
       " 5        500-999人            专业技术服务             A轮   \n",
       " 6        100-499人              医疗器械            NaN   \n",
       " 7        100-499人              人工智能          不需要融资   \n",
       " 8           1-49人             批发/零售            NaN   \n",
       " 9        100-499人             计算机软件         沪深A股上市   \n",
       " 10    5000-10000人               互联网            NaN   \n",
       " 11       10000人以上               互联网           港股上市   \n",
       " 12     1000-2000人               互联网            NaN   \n",
       " 13    5000-10000人             计算机软件         沪深A股上市   \n",
       " 14       500-999人            专业技术服务             A轮   \n",
       " 15    5000-10000人               通信业          融资未公开   \n",
       " 16    5000-10000人             计算机软件            已上市   \n",
       " 17       100-499人                银行            NaN   \n",
       " 18         50-99人              培训服务            NaN   \n",
       " 19     2000-5000人             计算机软件         沪深A股上市   \n",
       " 20       100-499人               互联网          融资未公开   \n",
       " 21       100-499人              智能安防          融资未公开   \n",
       " 22       100-499人             批发/零售            NaN   \n",
       " 23       10000人以上               互联网           美股上市   \n",
       " 24         50-99人              医疗器械            NaN   \n",
       " 25     2000-5000人             计算机软件          融资未公开   \n",
       " 26       100-499人              医疗机构            NaN   \n",
       " 27       500-999人              通信设备          融资未公开   \n",
       " 28    5000-10000人             计算机软件            已上市   \n",
       " 29       100-499人              生物技术            NaN   \n",
       " 30    5000-10000人             计算机软件            已上市   \n",
       " 31    5000-10000人               互联网           美股上市   \n",
       " 32       500-999人             计算机软件          融资未公开   \n",
       " 33       500-999人                化工          融资未公开   \n",
       " 34       100-499人              人工智能             A轮   \n",
       " 35    5000-10000人             计算机软件         沪深A股上市   \n",
       " 36          1-49人          房地产租赁/中介            NaN   \n",
       " 37     2000-5000人          食品/饮料/酒水          融资未公开   \n",
       " 38          1-49人              专业服务            NaN   \n",
       " 39    5000-10000人               互联网            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
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       " 2   60e2fe0bf3df194a3c48adb502u.png                                             \n",
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       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
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       " 7   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 8   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13493269/   \n",
       " 9   5d0c49009fae687d43970c8f05u.jpg   https://www.liepin.com/company/8327790/   \n",
       " 10  5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " 11  6063eaae381b283e0ab09cfb05u.png   https://www.liepin.com/company/2174886/   \n",
       " 12  5f59a93d9d37de58796f8cb702u.jpg   https://www.liepin.com/company/2528485/   \n",
       " 13  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 17  5bfe92a274719d9f609a755f03a.png   https://www.liepin.com/company/9092472/   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  5bfea4ec74719d2aa34cd0ba03a.png   https://www.liepin.com/company/2115085/   \n",
       " 20  62e23ea06a1c4a365df8460104u.png  https://www.liepin.com/company/12632191/   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  612739e7e854ed4c2754976503u.png  https://www.liepin.com/company/12198163/   \n",
       " 23  5d3f908a81fb1a0d6f60102105u.jpg   https://www.liepin.com/company/2020322/   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 26  5bfe8fc874719d35745a817203a.png   https://www.liepin.com/company/3482038/   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 29  5ca1dec5261c454598fe601001u.png   https://www.liepin.com/company/8773130/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  5e13ea35643e6e53a878611508u.jpg    https://www.liepin.com/company/930104/   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 34  606568f5186f704c75b2ae9704u.png   https://www.liepin.com/company/9949041/   \n",
       " 35  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 36  60cfedf2aa87c13ced5e634502u.png  https://www.liepin.com/company/12735391/   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 39  5c64c511261c45f22d50d39303u.png   https://www.liepin.com/company/8706847/   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0   [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...   \n",
       " 1   [工具产品, O2O, 产品设计, to C, 产品规划, 需求分析, 交互设计, 原型设计...   \n",
       " 2               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 3                                        [PCR 临床产品推广]   \n",
       " 4   [硬件产品, 电商产品, 金融产品, OA产品, 硬件系统集成, 教育行业, to B, 电...   \n",
       " 5   [数据产品, 工具产品, IT互联网, 人工智能, 产品设计, 数据分析, 用户研究, 团队管理]   \n",
       " 6                                                  []   \n",
       " 7   [社交产品, 社区/社交产品, 汽车行业, 智能硬件, 用户研究, 产品设计, 需求管理, ...   \n",
       " 8                              [医药行业销售, 市场调研分析, 产品推广]   \n",
       " 9          [工具产品, 商业产品, 数据产品, 团队管理, 产品优化, 交互设计, 产品设计]   \n",
       " 10  [数据产品, Xmind, SPSS, 需求分析, to B, 产品设计, Axure, V...   \n",
       " 11                                             [数据分析]   \n",
       " 12                           [推荐产品, 数据产品, 产品设计, 产品规划]   \n",
       " 13                             [海外, 工具软件, 协同办公, 效率软件]   \n",
       " 14        [数据产品, IT互联网, 人工智能, 产品设计, 数据分析, 用户研究, 团队管理]   \n",
       " 15                     [数据产品, 产品设计, 产品规划, 流程设计, 用户研究]   \n",
       " 16                                                 []   \n",
       " 17            [金融产品, 金融行业, 电子产品及配件, 产品优化, 产品规划, 用户研究]   \n",
       " 18  [工具产品, 平台产品, IT互联网, 教育行业, 产品规划, 团队管理, 用户研究, 数据...   \n",
       " 19                                                 []   \n",
       " 20  [海外产品, 电商产品, CRM产品, CRM系统, to C, 海外房产业务, 人工智能,...   \n",
       " 21                                                 []   \n",
       " 22  [产品规划, 产品管理, 商业产品, 产品优化, 宠物用品, 宠物行业, OEM/ODM管理...   \n",
       " 23             [供应链产品, 国际快递, 需求管理, 产品规划, 团队管理, Visio]   \n",
       " 24                                [产品规划, 市场调研, IPD流程]   \n",
       " 25            [工业互联网, 产品设计, 产品规划, 需求分析, IT互联网, 计算机软件]   \n",
       " 26                                     [康复医疗器械, 医疗器械]   \n",
       " 27  [工具产品, to B, 产品规划, 产品优化, 产品设计, 用户研究, Axure, 原型...   \n",
       " 28                                                 []   \n",
       " 29                                 [工具产品, 团队管理, 产品规划]   \n",
       " 30                                                 []   \n",
       " 31              [社交产品, 工具产品, 商业产品, IT互联网, 游戏行业, 产品设计]   \n",
       " 32                                             [硬件产品]   \n",
       " 33                                         [农药, 药物研发]   \n",
       " 34                       [人工智能, AI人工智能产品, 产品规划, 需求验证]   \n",
       " 35  [硬件产品, 画像产品, 策略产品, 计算机软件, 硬件系统集成, 教育行业, 智能硬件, ...   \n",
       " 36                                                 []   \n",
       " 37  [AI人工智能产品, 数据产品, 工具产品, 推荐产品, 策略产品, 人工智能, 团队管理,...   \n",
       " 38                          [axure, c端产品, 数据分析, 用户增长]   \n",
       " 39  [IT互联网, 皮革/纺织/服装, 产品设计, 产品规划, 数据分析, 需求挖掘, Xmin...   \n",
       " \n",
       "                      job.title  ...  recruiter.recruiterName  \\\n",
       " 0                         产品经理  ...                      崔女士   \n",
       " 1                       C端产品经理  ...                      陈先生   \n",
       " 2                       高级产品经理  ...                      陈先生   \n",
       " 3                  产品经理（广州+海南）  ...                      刘先生   \n",
       " 4                       医疗产品经理  ...                      陈女士   \n",
       " 5                       中台产品经理  ...                      涂女士   \n",
       " 6                     产品经理（广州）  ...                      祁女士   \n",
       " 7           音视听产品经理（30-45W/星河）  ...                      黄女士   \n",
       " 8                  助理产品经理/产品经理  ...                      杨女士   \n",
       " 9                     工具规划产品经理  ...                      侯女士   \n",
       " 10  高级数据产品经理（供应链领域） (MJ006154)  ...                      贺女士   \n",
       " 11                 产品经理（大家电商务）  ...                      李先生   \n",
       " 12          PTBU-高级产品经理（个性化推荐）  ...                      蒋女士   \n",
       " 13                        产品经理  ...                      许女士   \n",
       " 14                    数据中台产品经理  ...                      谢先生   \n",
       " 15               固网产品总监/高级产品经理  ...                      陈先生   \n",
       " 16                高级产品经理（商显整机）  ...                      邓女士   \n",
       " 17                   网络金融部产品经理  ...                      黄女士   \n",
       " 18                      教育产品经理  ...                      王女士   \n",
       " 19                  高级产品经理（应急）  ...                      邱女士   \n",
       " 20                      海外产品经理  ...                      陈女士   \n",
       " 21                        产品经理  ...                      黎先生   \n",
       " 22                  产品经理（宠物行业）  ...                      陈女士   \n",
       " 23          供应链产品经理 (MJ014974)  ...                      林女士   \n",
       " 24                    产品经理（麻醉）  ...                      史女士   \n",
       " 25                        产品经理  ...                      丘女士   \n",
       " 26                    医疗器械产品经理  ...                      王女士   \n",
       " 27                  产品经理（物联平台）  ...                      陈先生   \n",
       " 28           硬件高级产品经理（会议/音视频 ）  ...                      邓女士   \n",
       " 29                  产品经理（基因检测）  ...                      刘女士   \n",
       " 30              硬件产品经理（教育PC硬件）  ...                      邓女士   \n",
       " 31       产品经理（游戏营收） (MJ004322)  ...                      刘女士   \n",
       " 32                        产品经理  ...                      唐先生   \n",
       " 33                      制剂产品经理  ...                      王先生   \n",
       " 34                        产品经理  ...                      刘女士   \n",
       " 35                      软件产品经理  ...                      朱女士   \n",
       " 36                        产品经理  ...                      李女士   \n",
       " 37                    AI应用产品经理  ...                      黎先生   \n",
       " 38                  产品经理（社交平台）  ...                      李女士   \n",
       " 39    高级产品经理(MRP方向) (MJ005781)  ...                      麦女士   \n",
       " \n",
       "    recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                      猎头顾问             False   \n",
       " 1                      hrbp             False   \n",
       " 2                      猎头顾问             False   \n",
       " 3                        HR             False   \n",
       " 4                                       False   \n",
       " 5                      猎头顾问             False   \n",
       " 6                 人力资源经理/主管             False   \n",
       " 7                      猎头顾问             False   \n",
       " 8                      人力资源             False   \n",
       " 9                   招聘经理/主管             False   \n",
       " 10                 助理顾问(AC)             False   \n",
       " 11                                      False   \n",
       " 12                    顾问(C)             False   \n",
       " 13                   人才发展经理             False   \n",
       " 14                     猎头顾问             False   \n",
       " 15                     猎头顾问             False   \n",
       " 16                     猎头顾问             False   \n",
       " 17                                      False   \n",
       " 18                     猎头顾问             False   \n",
       " 19                     招聘总监             False   \n",
       " 20                     招聘专员             False   \n",
       " 21                     猎头顾问             False   \n",
       " 22                   人事行政经理             False   \n",
       " 23                       招聘             False   \n",
       " 24                     猎头顾问             False   \n",
       " 25                     猎头顾问             False   \n",
       " 26                     人事经理             False   \n",
       " 27                     猎头顾问             False   \n",
       " 28                     猎头顾问             False   \n",
       " 29                     招聘经理             False   \n",
       " 30                     猎头顾问             False   \n",
       " 31                       人事             False   \n",
       " 32                     猎头顾问             False   \n",
       " 33                     猎头顾问             False   \n",
       " 34                   人力资源总监             False   \n",
       " 35                     社招专员             False   \n",
       " 36                     猎头顾问             False   \n",
       " 37                     猎头顾问             False   \n",
       " 38                     猎头顾问             False   \n",
       " 39                   高级HRBP             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   5e0373e6511386c8e4cd5c055e1e05ce                    2   \n",
       " 1   711204904fca1f324810967b81821466                    2   \n",
       " 2   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 3   eb9a632e0b1a9a1402f523e94e784db2                    2   \n",
       " 4   b22f68d796716493c9cfe5b3cd09b3d2                    2   \n",
       " 5   dd5d4e82e04881a6160b5b344d4ef7b6                    2   \n",
       " 6   09d7cf4237eead6cbbc616e954f3a657                    2   \n",
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       " 8   38182daa8f6bb89c16045c5c81f662c6                    2   \n",
       " 9   560d051119cd2e18fbc645f98a948c5b                    2   \n",
       " 10  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 11  2814fd450cc4b82dff9aa041fd487686                    2   \n",
       " 12  44a618f48b67b75f535fdf4c3133a040                    2   \n",
       " 13  94904b03dc048e435eb8013476205931                    2   \n",
       " 14  d48604778211b9cead8732728d6065d6                    2   \n",
       " 15  b5148fa6e74b9c4bbefa578784e31c32                    2   \n",
       " 16  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 17  ab96327731ebf716f279285841cea99b                    2   \n",
       " 18  d44f7af0d5e88bb39f90a7bcfdb96d0e                    2   \n",
       " 19  cc89d747c25283eb6042c177f0a1d2b1                    2   \n",
       " 20  b21c073bc50bc8fd160bef405ccde8ba                    2   \n",
       " 21  a75b25f528b30730337193710fe42056                    2   \n",
       " 22  08c017ac7cea4452b090656a5246961f                    2   \n",
       " 23  1bc13934e7e7c7da3417a188cf69ded9                    2   \n",
       " 24  0951d72cde7a6f85f2b2dfd873351dc3                    2   \n",
       " 25  02f3c09179e709bb19dea264e3e64473                    2   \n",
       " 26  ba01035e7babf9fc97cd4b0530f9e3f9                    2   \n",
       " 27  09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 28  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 29  d822bd20bd7d62fc6ddb46921ed98068                    2   \n",
       " 30  715b474446a8e8b603c3833c24d21b54                    2   \n",
       " 31  794026459431c35e9941166e65ebdb6f                    2   \n",
       " 32  7948444e5a2303da4383db9bf147ecbd                    2   \n",
       " 33  27119965a75184b1062c1b1ee9c7454d                    2   \n",
       " 34  7a570a9780152553abcb385e72bd8d3d                    2   \n",
       " 35  721e2a0b37fc22ca4d437e75b9ab7ce8                    2   \n",
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       " 38  527ae970f9a359d959a7d64ad9817c9f                    2   \n",
       " 39  993e0dcb300449637c654f08a5706743                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
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       " 21  8b3d08baae34b6ce32673941a4fb8bc6  5fc838b87d6477448762618c01u.png   \n",
       " 22  a985b1cc9435acec5615fb3f5153d5fd  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23  8d40063177ef707d795a973736202239  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 24  d0f787f31c84449999e2e0691d6a88c2  62174f4ea2c4e9517f1137a708u.jpg   \n",
       " 25  1ac5f708c4aa55d0e43abef97e383388  615407ae5bb5107bbbf6208002u.png   \n",
       " 26  2b7f4d87edb761587300b5916378e16d  54d1e762712eb4f6b84c253101a.png   \n",
       " 27  8674b61a5d3a243db7d203dbacf6355b  6100ba7999bae10d052ceaa608u.png   \n",
       " 28  0550448bc57129e0065e2cede573bc20  62d4b50f8604e32a3078ec5a02u.png   \n",
       " 29  9bd2efa895ae02aabd151f39cc007034  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 30  0550448bc57129e0065e2cede573bc20  62d4b50f8604e32a3078ec5a02u.png   \n",
       " 31  afbf12d877df8a7a4702592abf81987c  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 32  6e5adf1438fd9b44b3394835db8d2a6d  63172f27df5e823bdaff27e406u.png   \n",
       " 33  5b03f42d8db1985f28136d53fa162828  60a31e6426b6f7670a843e1704u.png   \n",
       " 34  c130766e5eabc63b9c11b8006f74bdc2  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 35  4c107c84ef6d256dc080b12baaccd172  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 36  fb4d385b18fc102d9cedf86dadd3f8db  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 37  6b32c702f6ed1168c9d2ef9a82b05133  606f06507baa0914aaf5a7ff08u.png   \n",
       " 38  82d451c0816470139df23948d045da10  5bed453f8e5058666cc6d02704a.jpg   \n",
       " 39  127f3b10cf2c06da2fd83708f3c78a50  61b2cced946f8b1203a09d3a05u.jpg   \n",
       " \n",
       "     comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0           NaN             NaN             NaN  \n",
       " 1     8134487.0                                  \n",
       " 2           NaN             NaN             NaN  \n",
       " 3     7898052.0                                  \n",
       " 4    13364381.0                                  \n",
       " 5           NaN             NaN             NaN  \n",
       " 6     8231842.0                                  \n",
       " 7           NaN             NaN             NaN  \n",
       " 8    13493269.0                                  \n",
       " 9     8327790.0                                  \n",
       " 10    8706847.0                                  \n",
       " 11    2174886.0                                  \n",
       " 12    2528485.0                                  \n",
       " 13    7854025.0                                  \n",
       " 14          NaN             NaN             NaN  \n",
       " 15          NaN             NaN             NaN  \n",
       " 16          NaN             NaN             NaN  \n",
       " 17    9092472.0                                  \n",
       " 18          NaN             NaN             NaN  \n",
       " 19    2115085.0                                  \n",
       " 20   12632191.0                                  \n",
       " 21          NaN             NaN             NaN  \n",
       " 22   12198163.0                                  \n",
       " 23    2020322.0                                  \n",
       " 24          NaN             NaN             NaN  \n",
       " 25          NaN             NaN             NaN  \n",
       " 26    3482038.0                                  \n",
       " 27          NaN             NaN             NaN  \n",
       " 28          NaN             NaN             NaN  \n",
       " 29    8773130.0                                  \n",
       " 30          NaN             NaN             NaN  \n",
       " 31     930104.0                                  \n",
       " 32          NaN             NaN             NaN  \n",
       " 33          NaN             NaN             NaN  \n",
       " 34    9949041.0                                  \n",
       " 35    7854025.0                                  \n",
       " 36   12735391.0                                  \n",
       " 37          NaN             NaN             NaN  \n",
       " 38          NaN             NaN             NaN  \n",
       " 39    8706847.0                                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2244104347%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2242861919%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244316525%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2243513995%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2243179753%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244613273%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2255825999%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2252822243%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2255377467%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2245819323%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2244845809%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2249036529%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242533205%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2243526207%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2257685961%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2245006383%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256195585%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2256058481%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2241511739%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2254191337%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2254434179%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2257463177%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2227121441%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2245307419%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2257678719%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2253951599%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2247455975%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2251162369%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2236682069%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2254623349%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2239126503%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2252813635%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2243739333%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2251510535%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2245006519%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2247149465%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243853119%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2247456107%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2256429361%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2245433653%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"44104347\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 1   {\"jobId\":\"42861919\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 2   {\"jobId\":\"44316525\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"43513995\",\"recruiterName\":\"黄先生\",\"job...   \n",
       " 4   {\"jobId\":\"43179753\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 5   {\"jobId\":\"44613273\",\"recruiterName\":\"崔女士\",\"job...   \n",
       " 6   {\"jobId\":\"55825999\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 7   {\"jobId\":\"52822243\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 8   {\"jobId\":\"55377467\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 9   {\"jobId\":\"45819323\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 10  {\"jobId\":\"44845809\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 11  {\"jobId\":\"49036529\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 12  {\"jobId\":\"42533205\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 13  {\"jobId\":\"43526207\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 14  {\"jobId\":\"57685961\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 15  {\"jobId\":\"45006383\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 16  {\"jobId\":\"56195585\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 17  {\"jobId\":\"56058481\",\"recruiterName\":\"龚女士\",\"job...   \n",
       " 18  {\"jobId\":\"41511739\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 19  {\"jobId\":\"54191337\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 20  {\"jobId\":\"54434179\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 21  {\"jobId\":\"57463177\",\"recruiterName\":\"罗先生\",\"job...   \n",
       " 22  {\"jobId\":\"27121441\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 23  {\"jobId\":\"45307419\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 24  {\"jobId\":\"57678719\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 25  {\"jobId\":\"53951599\",\"recruiterName\":\"艾女士\",\"job...   \n",
       " 26  {\"jobId\":\"47455975\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 27  {\"jobId\":\"51162369\",\"recruiterName\":\"辛女士\",\"job...   \n",
       " 28  {\"jobId\":\"36682069\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 29  {\"jobId\":\"54623349\",\"recruiterName\":\"蔡先生\",\"job...   \n",
       " 30  {\"jobId\":\"39126503\",\"recruiterName\":\"祖女士\",\"job...   \n",
       " 31  {\"jobId\":\"52813635\",\"recruiterName\":\"骆女士\",\"job...   \n",
       " 32  {\"jobId\":\"43739333\",\"recruiterName\":\"许先生\",\"job...   \n",
       " 33  {\"jobId\":\"51510535\",\"recruiterName\":\"杨先生\",\"job...   \n",
       " 34  {\"jobId\":\"45006519\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 35  {\"jobId\":\"47149465\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 36  {\"jobId\":\"43853119\",\"recruiterName\":\"曹先生\",\"job...   \n",
       " 37  {\"jobId\":\"47456107\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"56429361\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 39  {\"jobId\":\"45433653\",\"recruiterName\":\"王先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0   [智能硬件, 电子产品及配件, 产品规划, 产品优化, 团队管理, 用户研究, 产品设计, ...  44104347  25-35k·14薪   \n",
       " 1                                                  []  42861919  20-30k·20薪   \n",
       " 2                                        [产品设计, 需求分析]  44316525      12-20k   \n",
       " 3   [支付产品, 定价/竞价产品, 策略产品, 支付行业, 聚合支付, 产品规划, 产品优化, ...  43513995  20-30k·14薪   \n",
       " 4   [数据产品, 工具产品, 智慧城市, 用户研究, 产品设计, 团队管理, 数据分析, 市场调...  43179753      25-40k   \n",
       " 5                                                  []  44613273  20-30k·14薪   \n",
       " 6   [数据产品, 计算机软件, 企业服务, 竞品分析, 产品设计, 原型设计, 需求分析, 用户...  55825999  20-40k·13薪   \n",
       " 7        [定价/竞价产品, 策略产品, 日化用品, 日用品, 产品规划, 团队管理, 产品优化]  52822243       8-15k   \n",
       " 8                [金融产品, 金融行业, 产品设计, 产品规划, 产品优化, 需求管理]  55377467  15-20k·13薪   \n",
       " 9             [策略产品, 定价/竞价产品, 灯饰照明, 建筑工程, 团队管理, 产品规划]  45819323  22-30k·14薪   \n",
       " 10  [安全产品, 计算机软件, 产品设计, 竞品分析, 交互设计, Xmind, 需求管理, A...  44845809      17-25k   \n",
       " 11                                                 []  49036529      15-20k   \n",
       " 12                              [axure, visio, xmind]  42533205  15-30k·14薪   \n",
       " 13  [海外产品, 社交产品, 数据产品, 平台产品, 策略产品, 商业产品, 工具产品, 用户研...  43526207      20-35k   \n",
       " 14                                      [供应链方向, B端产品]  57685961  15-20k·14薪   \n",
       " 15                            [电商产品, O2O, 电子商务, 家电行业]  45006383      15-24k   \n",
       " 16              [企业服务, 效率办公, 产品规划, 智能硬件, to C, 移动端产品]  56195585  18-25k·13薪   \n",
       " 17  [增长产品, 广告行业, 产品设计, 数据分析, 用户研究, Xmind, 产品优化, Ax...  56058481  20-30k·16薪   \n",
       " 18  [平台产品, 工具产品, IT互联网, 教育行业, 产品规划, 用户研究, 团队管理, 数据...  41511739      25-40k   \n",
       " 19  [平台产品, 计算机软件, 产品设计, 团队管理, 竞品分析, 产品规划, 数据分析, 市场调研]  54191337      15-20k   \n",
       " 20  [AI人工智能产品, IT互联网, 人工智能, 用户研究, 需求分析, 产品规划, 产品设计...  54434179      14-17k   \n",
       " 21  [AI人工智能产品, to B, 移动端产品, 交互设计, B端产品, AI文旅, 产品设计...  57463177  18-21k·15薪   \n",
       " 22                                                 []  27121441      25-35k   \n",
       " 23                     [中台产品, 平台产品, 电商产品, 产品优化, 产品设计]  45307419      26-30k   \n",
       " 24                                              [证券类]  57678719       5-10k   \n",
       " 25  [策略产品, 化妆品, 母婴行业, 日用品, 日化用品, ERP系统, 电子商务, 产品规划...  53951599      20-35k   \n",
       " 26                               [产品原型设计, 熟悉CAD, CAX]  47455975      20-30k   \n",
       " 27                                                 []  51162369      15-30k   \n",
       " 28                           [产品设计, b端产品, 架构设计, 后台产品]  36682069  20-40k·14薪   \n",
       " 29  [AI人工智能产品, 平台产品, 商业产品, 定价/竞价产品, 支付产品, 人工智能, 支付...  54623349      15-25k   \n",
       " 30                                             [数据分析]  39126503  10-20k·14薪   \n",
       " 31  [数据产品, 安全产品, 需求管理, 竞品分析, 硬件系统集成, to B, to G, 需...  52813635      10-15k   \n",
       " 32    [策略产品, 工具产品, 医疗行业, 制造业, 团队管理, 市场调研, 产品规划, 数据分析]  43739333      18-25k   \n",
       " 33  [Visio, Axure, AI人工智能产品, 语音产品, 需求分析, 用户研究, 流程设...  51510535      15-25k   \n",
       " 34                      [电商产品, 市场调研, O2O, 电子商务, 家电行业]  45006519      15-24k   \n",
       " 35   [产品规划, 硬件产品, 电子商务, to C, 产品设计, 产品优化, 竞品分析, 需求分析]  47149465  15-30k·13薪   \n",
       " 36                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  43853119  20-25k·13薪   \n",
       " 37                         [基站硬件, 节能硬件, 原型设计, Vision]  47456107      15-25k   \n",
       " 38                                                 []  56429361  20-35k·13薪   \n",
       " 39  [社交产品, 社交网络, 电子商务, 团队管理, 用户研究, Axure, 产品设计, 产品...  45433653  13-19k·14薪   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                            job.title  \\\n",
       " 0       广州           1       False                                 产品经理   \n",
       " 1       广州           1       False                               机构产品经理   \n",
       " 2   广州-黄埔区           2       False                                 产品经理   \n",
       " 3       广州           1       False                               支付产品经理   \n",
       " 4   广州-天河区           1       False                               B端产品经理   \n",
       " 5       广州           1       False                              产品经理/总监   \n",
       " 6   广州-黄埔区           2       False                               软件产品经理   \n",
       " 7       广州           2       False                        产品经理/主管（口腔产品）   \n",
       " 8   广州-黄埔区           2       False                            产品经理-金融方向   \n",
       " 9       广州           2       False                               高级产品经理   \n",
       " 10  广州-海珠区           1       False                             网络安全产品经理   \n",
       " 11      广州           2       False                               医药产品经理   \n",
       " 12  广州-番禺区           2       False           产品经理（供应链质量检测系统） (MJ004644)   \n",
       " 13      广州           1       False                               海外产品经理   \n",
       " 14  广州-天河区           2       False                                 产品经理   \n",
       " 15  广州-天河区           1       False                    产品经理(美居生活/20-30W)   \n",
       " 16  广州-黄埔区           2       False                               软件产品经理   \n",
       " 17      广州           2       False                  广告系统产品经理 (MJ000362)   \n",
       " 18      广州           1       False                           考前培训教育产品经理   \n",
       " 19      广州           2       False                               高级产品经理   \n",
       " 20  广州-天河区           2       False                                 产品经理   \n",
       " 21  广州-越秀区           2       False                     产品经理（交互式多媒体、元宇宙）   \n",
       " 22  广州-天河区           2       False  产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)   \n",
       " 23  广州-海珠区           1       False                      产品经理（商品中心）-国企正编   \n",
       " 24  广州-越秀区           2       False                               金融产品经理   \n",
       " 25      广州           2       False                                 产品经理   \n",
       " 26      广州           2       False                               软件产品经理   \n",
       " 27  广州-黄埔区           2       False                               医学产品经理   \n",
       " 28      广州           2       False                            高级WMS产品经理   \n",
       " 29      广州           2       False                     AI产品经理（部门cpkfcx）   \n",
       " 30      广州           2       False                                 产品经理   \n",
       " 31  广州-越秀区           2       False                             数据安全产品经理   \n",
       " 32      广州           1       False                                 产品经理   \n",
       " 33  广州-天河区           2       False                               AI产品经理   \n",
       " 34  广州-天河区           1       False                    产品经理(童年时光/20-30W)   \n",
       " 35  广州-荔湾区           2       False                                 产品经理   \n",
       " 36      广州           1       False                             数据中台产品经理   \n",
       " 37      广州           2       False                             智能硬件产品经理   \n",
       " 38  广州-天河区           2       False                                 产品经理   \n",
       " 39  广州-白云区           1       False                             展业系统产品经理   \n",
       " \n",
       "    job.refreshTime  ...          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0   20230306120109  ...  6160005da99ad8388801195107u.jpeg             其他   \n",
       " 1   20230128113935  ...  60582a777ddd702069aeab1806u.jpeg           战略融资   \n",
       " 2   20230406170509  ...   5f8f9866dfb13a7dee342f1808u.jpg             A轮   \n",
       " 3   20230215115134  ...   5f8fa3a679c7cc70efbf444e08u.png          融资未公开   \n",
       " 4   20230420172545  ...   5df4f1ab276e4871f425959301u.jpg            NaN   \n",
       " 5   20230421102019  ...   62550f8d00fa510ca7e426cf06u.jpg          融资未公开   \n",
       " 6   20230206103434  ...   5f8f986779c7cc70efbf36c008u.jpg         沪深A股上市   \n",
       " 7   20230413085640  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 8   20230107191349  ...   5f8f9865ea60860b75384fa508u.jpg         沪深A股上市   \n",
       " 9   20221108090254  ...   55ada3f60cf2ae966b05cda003a.jpg            NaN   \n",
       " 10  20230417134035  ...   5f8fa3bdea60860b75385c7e08u.png          不需要融资   \n",
       " 11  20230412095614  ...   5bd962c38e50a3257f7c32d304a.jpg         沪深A股上市   \n",
       " 12  20221107164043  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 13  20230419083544  ...   5e3bc1ae6324626e179a5aca01u.jpg          不需要融资   \n",
       " 14  20230411101255  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 15  20230419092748  ...   6304d884db747c52dc6e4fde06u.jpg          融资未公开   \n",
       " 16  20230217000316  ...   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市   \n",
       " 17  20230213162712  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 18  20230421101736  ...   6062c8207ec4d1098e9ca65807u.jpg            NaN   \n",
       " 19  20221121165458  ...   5f8f986779c7cc70efbf36c008u.jpg           战略投资   \n",
       " 20  20221125101339  ...   62a44db9eb7f9e008716ed4208u.png          融资未公开   \n",
       " 21  20230420163213  ...   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 22  20230131173156  ...   5f8f986aea60860b75384fab08u.jpg         沪深A股上市   \n",
       " 23  20230419103328  ...   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 24  20230410203802  ...   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开   \n",
       " 25  20221115161532  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 26  20230321105817  ...   6089e77e3042f44a647b2e6406u.png            NaN   \n",
       " 27  20221012180511  ...   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 28  20210306181716  ...   5f8f9868f6d1ab58476f24a008u.jpg             D轮   \n",
       " 29  20230417164705  ...   5f8f986bdfb13a7dee342f2108u.jpg            NaN   \n",
       " 30  20230421093859  ...   623d0bd502ce8915f744c05803u.png            NaN   \n",
       " 31  20230327113410  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 32  20230222140313  ...   62c6394425b5ea398bf7e9d902u.png          D轮及以上   \n",
       " 33  20230314160328  ...   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " 34  20230419092748  ...   6304d884db747c52dc6e4fde06u.jpg          融资未公开   \n",
       " 35  20220629182655  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 36  20230227102550  ...   610744ba12e1ca7b73adc7ba05u.jpg             A轮   \n",
       " 37  20230321105817  ...   6089e77e3042f44a647b2e6406u.png            NaN   \n",
       " 38  20230223174129  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 39  20230421103020  ...  61c01f4f3d6c762de8f2844302u.jpeg          融资未公开   \n",
       " \n",
       "                       comp.compLogo          comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              某广州电子商务公司   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png                某大型公募基金   \n",
       " 2   60d97ac1208b48306211569801u.png      千里眼(广州)人工智能科技有限公司   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png            某北京人力资源服务公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                  某知名公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png               某广州互联网公司   \n",
       " 6   5bfe95c674719df0ac98e51303a.png                   视源股份   \n",
       " 7   59c3131b7032da457b901cf504a.png        广东琴叶健康日用品科技有限公司   \n",
       " 8   5bfe95c674719df0ac98e51303a.png                   视源股份   \n",
       " 9   621dd7fca593176849330ba005u.png                   硅能光电   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png             某广州大型互联网公司   \n",
       " 11  5d1ae9653fa7ce27b2a86f1706u.png             康芝药业股份有限公司   \n",
       " 12  5c64c511261c45f22d50d39303u.png                  SHEIN   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png           某广州在线社交/媒体公司   \n",
       " 14  60371c165f6e0b3bf7afd1fe08u.png                 德致商成集团   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png             某广州大型互联网公司   \n",
       " 16  5bfe95c674719df0ac98e51303a.png                   视源股份   \n",
       " 17  61b07937d0458d53c627567e02u.jpg                   蓝鲲智创   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                  某知名公司   \n",
       " 19  61b07937d0458d53c627567e02u.jpg         广州迅捷微风信息科技有限公司   \n",
       " 20  61b22901afe5be721cc002cd02u.jpg           广州接入信息科技有限公司   \n",
       " 21  6136d4a643f748195dfb341408u.png                   时间网络   \n",
       " 22  60f0012c66b5e17b60aa022905u.png                    一品红   \n",
       " 23  60e2fe0bf3df194a3c48adb502u.png              某广州IT服务公司   \n",
       " 24  6244a928327ecf47c9370ace01u.jpg  广发证券股份有限公司广州环市东路证券营业部   \n",
       " 25  60335ea200e91f04c68d28ad02u.png                    梵蜜琳   \n",
       " 26  61b07937d0458d53c627567e02u.jpg                   云山能源   \n",
       " 27  603466915f705308ebfce72106u.jpg                   南芯医疗   \n",
       " 28  61b07937d0458d53c627567e02u.jpg                  SHEIN   \n",
       " 29  5bfe978474719df0ac993ea303a.png     中讯邮电咨询设计院有限公司广东分公司   \n",
       " 30  5d560b9f4ebeb1284dfd0c0b03u.png         广州暨大美塑生物科技有限公司   \n",
       " 31  5badf4e88e50fb8f5589288c04a.png                   润杨集团   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png            某北京大型医疗保健公司   \n",
       " 33  5bfe978474719df0ac993ea303a.png     中讯邮电咨询设计院有限公司广东分公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png             某广州大型互联网公司   \n",
       " 35  5da536c83a199e0c2e42a49705u.jpg                    时易中   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png          某广州大型专业技术服务公司   \n",
       " 37  61b07937d0458d53c627567e02u.jpg                   云山能源   \n",
       " 38  5cece8199fae687d437913a708u.png                  Qinda   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png              某大型健康产品公司   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0                                                  100-499人              电子商务   \n",
       " 1                                                1000-2000人          基金/证券/投资   \n",
       " 2   https://www.liepin.com/company/12155019/         50-99人              人工智能   \n",
       " 3                                                  100-499人            人力资源服务   \n",
       " 4                                                    50-99人              培训服务   \n",
       " 5                                                  100-499人               互联网   \n",
       " 6    https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 7    https://www.liepin.com/company/9322206/       100-499人                日化   \n",
       " 8    https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 9    https://www.liepin.com/company/5029519/       100-499人       电子/半导体/集成电路   \n",
       " 10                                               1000-2000人               互联网   \n",
       " 11   https://www.liepin.com/company/2051572/     1000-2000人                制药   \n",
       " 12   https://www.liepin.com/company/8706847/    5000-10000人               互联网   \n",
       " 13                                                   50-99人           在线社交/媒体   \n",
       " 14  https://www.liepin.com/company/12556077/       100-499人               互联网   \n",
       " 15                                               2000-5000人               互联网   \n",
       " 16   https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 17  https://www.liepin.com/company/12565113/       100-499人           在线社交/媒体   \n",
       " 18                                                   50-99人              培训服务   \n",
       " 19   https://www.liepin.com/company/9521499/          1-49人               互联网   \n",
       " 20  https://www.liepin.com/company/13240331/          1-49人             计算机软件   \n",
       " 21   https://www.liepin.com/company/8848685/       100-499人          广告/公关/会展   \n",
       " 22   https://www.liepin.com/company/8788514/       500-999人                制药   \n",
       " 23                                                 100-499人              IT服务   \n",
       " 24  https://www.liepin.com/company/13501215/          1-49人          基金/证券/期货   \n",
       " 25   https://www.liepin.com/company/9283156/       500-999人                日化   \n",
       " 26  https://www.liepin.com/company/12719461/         50-99人              通信设备   \n",
       " 27   https://www.liepin.com/company/9421273/       100-499人              生物技术   \n",
       " 28   https://www.liepin.com/company/9808891/       10000人以上            专业技术服务   \n",
       " 29   https://www.liepin.com/company/8382009/     1000-2000人              通信设备   \n",
       " 30   https://www.liepin.com/company/7940491/       500-999人              生物技术   \n",
       " 31   https://www.liepin.com/company/8819604/       500-999人           房地产开发经营   \n",
       " 32                                                 500-999人              医疗机构   \n",
       " 33   https://www.liepin.com/company/8382009/     1000-2000人              通信设备   \n",
       " 34                                               2000-5000人               互联网   \n",
       " 35   https://www.liepin.com/company/9196376/       500-999人              电子商务   \n",
       " 36                                                 500-999人            专业技术服务   \n",
       " 37  https://www.liepin.com/company/12719461/         50-99人              通信设备   \n",
       " 38   https://www.liepin.com/company/7956379/       100-499人             机械/设备   \n",
       " 39                                               2000-5000人          食品/饮料/日化   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1              NaN              NaN         NaN  \n",
       " 2                                    12155019.0  \n",
       " 3              NaN              NaN         NaN  \n",
       " 4              NaN              NaN         NaN  \n",
       " 5              NaN              NaN         NaN  \n",
       " 6                                     7854025.0  \n",
       " 7                                     9322206.0  \n",
       " 8                                     7854025.0  \n",
       " 9                                     5029519.0  \n",
       " 10             NaN              NaN         NaN  \n",
       " 11                                    2051572.0  \n",
       " 12                                    8706847.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14                                   12556077.0  \n",
       " 15             NaN              NaN         NaN  \n",
       " 16                                    7854025.0  \n",
       " 17                                   12565113.0  \n",
       " 18             NaN              NaN         NaN  \n",
       " 19                                    9521499.0  \n",
       " 20                                   13240331.0  \n",
       " 21                                    8848685.0  \n",
       " 22                                    8788514.0  \n",
       " 23             NaN              NaN         NaN  \n",
       " 24                                   13501215.0  \n",
       " 25                                    9283156.0  \n",
       " 26                                   12719461.0  \n",
       " 27                                    9421273.0  \n",
       " 28                                    9808891.0  \n",
       " 29                                    8382009.0  \n",
       " 30                                    7940491.0  \n",
       " 31                                    8819604.0  \n",
       " 32             NaN              NaN         NaN  \n",
       " 33                                    8382009.0  \n",
       " 34             NaN              NaN         NaN  \n",
       " 35                                    9196376.0  \n",
       " 36             NaN              NaN         NaN  \n",
       " 37                                   12719461.0  \n",
       " 38                                    7956379.0  \n",
       " 39             NaN              NaN         NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"jobId\":\"51413569\",\"imI...   \n",
       " 1   {\"recruiterName\":\"李先生\",\"jobId\":\"45354377\",\"imI...   \n",
       " 2   {\"recruiterName\":\"王女士\",\"jobId\":\"55683801\",\"imI...   \n",
       " 3   {\"recruiterName\":\"李女士\",\"jobId\":\"56997629\",\"imI...   \n",
       " 4   {\"recruiterName\":\"刘先生\",\"jobId\":\"31692239\",\"imI...   \n",
       " 5   {\"recruiterName\":\"陈女士\",\"jobId\":\"57337413\",\"imI...   \n",
       " 6   {\"recruiterName\":\"刘先生\",\"jobId\":\"49099793\",\"imI...   \n",
       " 7   {\"recruiterName\":\"李女士\",\"jobId\":\"39344391\",\"imI...   \n",
       " 8   {\"recruiterName\":\"彭女士\",\"jobId\":\"53910883\",\"imI...   \n",
       " 9   {\"recruiterName\":\"徐女士\",\"jobId\":\"56432559\",\"imI...   \n",
       " 10  {\"recruiterName\":\"李女士\",\"jobId\":\"53502655\",\"imI...   \n",
       " 11  {\"recruiterName\":\"刘先生\",\"jobId\":\"51628061\",\"imI...   \n",
       " 12  {\"recruiterName\":\"邱先生\",\"jobId\":\"44570757\",\"imI...   \n",
       " 13  {\"recruiterName\":\"包先生\",\"jobId\":\"53297931\",\"imI...   \n",
       " 14  {\"recruiterName\":\"邱先生\",\"jobId\":\"43968501\",\"imI...   \n",
       " 15  {\"recruiterName\":\"高女士\",\"jobId\":\"44467279\",\"imI...   \n",
       " 16  {\"recruiterName\":\"李女士\",\"jobId\":\"43350793\",\"imI...   \n",
       " 17  {\"recruiterName\":\"田女士\",\"jobId\":\"56016609\",\"imI...   \n",
       " 18  {\"recruiterName\":\"杨女士\",\"jobId\":\"39919109\",\"imI...   \n",
       " 19  {\"recruiterName\":\"刘女士\",\"jobId\":\"53686209\",\"imI...   \n",
       " 20  {\"recruiterName\":\"肖女士\",\"jobId\":\"43568063\",\"imI...   \n",
       " 21  {\"recruiterName\":\"余先生\",\"jobId\":\"44711559\",\"imI...   \n",
       " 22  {\"recruiterName\":\"韩女士\",\"jobId\":\"42186187\",\"imI...   \n",
       " 23  {\"recruiterName\":\"冯女士\",\"jobId\":\"54887065\",\"imI...   \n",
       " 24  {\"recruiterName\":\"廖女士\",\"jobId\":\"56910097\",\"imI...   \n",
       " 25  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307573\",\"imI...   \n",
       " 26  {\"recruiterName\":\"詹女士\",\"jobId\":\"57937703\",\"imI...   \n",
       " 27  {\"recruiterName\":\"马先生\",\"jobId\":\"50506743\",\"imI...   \n",
       " 28  {\"recruiterName\":\"陈女士\",\"jobId\":\"44156599\",\"imI...   \n",
       " 29  {\"recruiterName\":\"黄女士\",\"jobId\":\"43947703\",\"imI...   \n",
       " 30  {\"recruiterName\":\"胡女士\",\"jobId\":\"46614973\",\"imI...   \n",
       " 31  {\"recruiterName\":\"杨女士\",\"jobId\":\"45448657\",\"imI...   \n",
       " 32  {\"recruiterName\":\"刘女士\",\"jobId\":\"44874495\",\"imI...   \n",
       " 33  {\"recruiterName\":\"胡女士\",\"jobId\":\"45390559\",\"imI...   \n",
       " 34  {\"recruiterName\":\"王女士\",\"jobId\":\"57066145\",\"imI...   \n",
       " 35  {\"recruiterName\":\"余女士\",\"jobId\":\"48815991\",\"imI...   \n",
       " 36  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307117\",\"imI...   \n",
       " 37  {\"recruiterName\":\"秦女士\",\"jobId\":\"50553769\",\"imI...   \n",
       " 38  {\"recruiterName\":\"林先生\",\"jobId\":\"44460109\",\"imI...   \n",
       " 39  {\"recruiterName\":\"刘先生\",\"jobId\":\"57617693\",\"imI...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
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       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0   [硬件产品, 产品经理, 硬件产品经理, 车载设备, 智能硬件, AIOT, 行车记录仪, ...      25-30k  广州-越秀区   \n",
       " 1   [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 竞...      15-25k      广州   \n",
       " 2   [AI人工智能产品, 策略产品, 批发/零售, 人工智能, 产品规划, 需求调研, 用户研究...      15-25k  广州-天河区   \n",
       " 3                                                  []  25-35k·15薪  广州-天河区   \n",
       " 4                                                  []      20-35k  广州-天河区   \n",
       " 5                            [用户研究, 产品优化, 产品规划, 需求分析]  15-30k·13薪  广州-天河区   \n",
       " 6   [Xmind, 原型设计, 墨刀, Axure, Visio, 产品规划, 需求调研, 产品...       8-12k  广州-黄埔区   \n",
       " 7                                 [IT互联网, 用户研究, 产品规划]  15-25k·14薪  广州-天河区   \n",
       " 8                      [证券从业, 基金从业, 年度体检, 周末双休, 带薪年假]       6-18k  广州-天河区   \n",
       " 9               [IT互联网, 产品设计, 用户研究, 需求分析, 产品规划, 交互设计]  15-30k·15薪  广州-番禺区   \n",
       " 10            [SCRM, 运营系统, 合规系统等中后台, 3年以上B端产品, ERP系统]      15-20k  广州-天河区   \n",
       " 11                           [金融行业, 产品设计, 需求分析, 产品规划]      20-40k  广州-天河区   \n",
       " 12                                             [数据产品]      25-26k      广州   \n",
       " 13              [客户端产品, 医疗行业, 市场调研, 产品规划, 用户研究, 团队管理]  15-25k·13薪  广州-番禺区   \n",
       " 14         [社交产品, 商业产品, 海外产品, 产品规划, 产品设计, 用户研究, 数据分析]  28-45k·15薪      广州   \n",
       " 15  [安全产品, 计算机软件, 产品设计, Xmind, Axure, 竞品分析, 交互设计, ...  20-40k·18薪      广州   \n",
       " 16                                       [架构设计, 产品设计]      10-20k  广州-黄埔区   \n",
       " 17         [智慧城市, 产品设计, 产品规划, 产品优化, 需求分析, 团队管理, 竞品分析]      18-28k  广州-天河区   \n",
       " 18                                             [产品设计]        薪资面议  广州-海珠区   \n",
       " 19                                                 []   8-12k·13薪  广州-番禺区   \n",
       " 20  [IT互联网, 用户研究, 产品规划, 市场调研, 需求调研, 需求分析, 产品设计, 需求挖掘]   9-13k·13薪      广州   \n",
       " 21                      [策略产品, 制造业, 用户研究, 市场调研, 产品规划]      21-26k      广州   \n",
       " 22                           [需求分析, c端产品, 产品设计, 用户增长]      12-20k      广州   \n",
       " 23                                                 []      20-30k  广州-黄埔区   \n",
       " 24                                [产品设计, 产品规划, IT互联网]  15-18k·13薪  广州-天河区   \n",
       " 25                 [中台产品, 平台产品, 电商产品, 直播, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       " 26  [数据产品, 客户端产品, IT互联网, 产品优化, 用户研究, 团队管理, 数据分析, 需...  25-40k·14薪  广州-番禺区   \n",
       " 27  [游戏行业, 产品规划, IT互联网, 需求分析, 用户研究, 市场调研, 原型设计, 交互...      15-20k  广州-天河区   \n",
       " 28                     [AI人工智能产品, IT互联网, 电子商务, 批发/零售]  15-22k·13薪      广州   \n",
       " 29  [企业服务, 产品规划, 教育产品, to C, to B, 大屏幕显示系统, 办公软件产品...  25-40k·16薪  广州-黄埔区   \n",
       " 30  [ERP系统, SaaS产品, 供应链产品, ERP产品, CRM产品, to B, web...  20-30k·14薪  广州-番禺区   \n",
       " 31                     [中台产品, 产品规划, 产品设计, to C, 用户中心]  30-50k·14薪  广州-荔湾区   \n",
       " 32  [交互云屏产品, MRD, PRD, 智能硬件产品, 硬件产品, 商显, 显示屏, 云屏整机...  25-45k·14薪  广州-黄埔区   \n",
       " 33  [平台产品, 消费品, 团队管理, 用户研究, 需求管理, 产品优化, 产品设计, 市场调研...      30-50k  广州-天河区   \n",
       " 34                      [数据产品, Axure, 墨刀, 产品设计, 数据分析]  15-23k·14薪  广州-天河区   \n",
       " 35                                         [语音社交类产品风]  18-25k·14薪      广州   \n",
       " 36                     [中台产品, 平台产品, 财务产品, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       " 37                                                 []      20-25k      广州   \n",
       " 38                                                 []  20-30k·18薪  广州-天河区   \n",
       " 39  [用户研究, 数据分析, 产品规划, 数据产品, 内容产品, 工具产品, to B, to ...  10-17k·13薪  广州-白云区   \n",
       " \n",
       "    job.jobId                      job.title  job.topJob job.refreshTime  \\\n",
       " 0   51413569                         硬件产品经理       False  20230329154606   \n",
       " 1   45354377                           产品经理       False  20230420091431   \n",
       " 2   55683801                       零售终端产品经理       False  20230201075917   \n",
       " 3   56997629                      产品经理（物联网）       False  20230315154151   \n",
       " 4   31692239                          产品经理岗       False  20210831143517   \n",
       " 5   57337413                     产品经理（财务方向）       False  20230328102629   \n",
       " 6   49099793                           产品经理       False  20220421113101   \n",
       " 7   39344391                         高级产品经理       False  20230418172848   \n",
       " 8   53910883                         金融产品经理       False  20230327175038   \n",
       " 9   56432559                         暖通产品经理       False  20230223192311   \n",
       " 10  53502655                           产品经理       False  20230418172840   \n",
       " 11  51628061                     证券金融IT产品经理       False  20220803190204   \n",
       " 12  44570757                         数据产品经理       False  20230421092658   \n",
       " 13  53297931                           产品经理       False  20221021161323   \n",
       " 14  43968501                         营收产品经理       False  20230421092658   \n",
       " 15  44467279                         安全产品经理       False  20230419164832   \n",
       " 16  43350793                  产品经理（双休+五险一金）       False  20221229153542   \n",
       " 17  56016609                     产品经理（应急行业）       False  20230210231213   \n",
       " 18  39919109                      产品经理（大数据）       False  20220613142431   \n",
       " 19  53686209                 融资业务副经理/金融产品经理       False  20221107175147   \n",
       " 20  43568063                      产品经理（银行线）       False  20230419093354   \n",
       " 21  44711559                        MES产品经理       False  20230421090209   \n",
       " 22  42186187                           产品经理       False  20230419133435   \n",
       " 23  54887065                         硬件产品经理       False  20230302143506   \n",
       " 24  56910097                           产品经理       False  20230313134535   \n",
       " 25  45307573             产品经理（直播，私域社群）-国企正编       False  20230419103328   \n",
       " 26  57937703          高级产品经理（OA） (MJ008114)       False  20230419141849   \n",
       " 27  50506743                         软件产品经理       False  20221018095058   \n",
       " 28  44156599                         AI产品经理       False  20230420102109   \n",
       " 29  43947703             软件产品经理（已上市，业内龙头企业）       False  20230301105507   \n",
       " 30  46614973  高级产品经理（商家/采购/卖家系统） (MJ005264)       False  20221114195428   \n",
       " 31  45448657              高级产品经理（业务中台） 外企正编       False  20230419170652   \n",
       " 32  44874495                     硬件产品经理（云屏）       False  20230330105510   \n",
       " 33  45390559                    B端产品经理（CRM）       False  20230419114333   \n",
       " 34  57066145                           产品经理       False  20230317145653   \n",
       " 35  48815991                         风控产品经理       False  20220627112255   \n",
       " 36  45307117              产品经理（账务处理中心）-国企正编       False  20230419103328   \n",
       " 37  50553769                           产品经理       False  20230420133658   \n",
       " 38  44460109                产品总监/高级产品经理（固网）       False  20230316115507   \n",
       " 39  57617693            展业系统产品经理 (MJ001665)       False  20230407152933   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=12&...  ...   \n",
       " \n",
       "    recruiter.imUserType             recruiter.recruiterId  \\\n",
       " 0                     2  3008edc8b1b12656a3c5bc684e468568   \n",
       " 1                     2  1b9de0b642b7f7d52db36c521249fe4a   \n",
       " 2                     2  1fb08831f37b3f2a580c2af22e543fe6   \n",
       " 3                     2  9ab0ee18e844ce5ab0596d5f2631b99c   \n",
       " 4                     2  e90f75e2df95d947bd7298b9085481af   \n",
       " 5                     2  66a922f2f2e3e09fb0710a5d616a5418   \n",
       " 6                     2  8644eb1b4fca2b7be350c5d6b2d322d6   \n",
       " 7                     2  699dcbcaf177a560ae9cefb2fcde59b4   \n",
       " 8                     2  e674a354928f00c04e22083076326dea   \n",
       " 9                     2  0531221c6a9e124a2ad6f2f0a60124f2   \n",
       " 10                    2  699dcbcaf177a560ae9cefb2fcde59b4   \n",
       " 11                    2  9b142c947ca260bfa5e5cf76608e8b9c   \n",
       " 12                    2  55dba8d02d6fff719bea3c00f0d958f9   \n",
       " 13                    2  5e391c2d1940855574cb4c33fcaa5af2   \n",
       " 14                    2  55dba8d02d6fff719bea3c00f0d958f9   \n",
       " 15                    2  54ad0151b88e09d54be60fa4356e6b30   \n",
       " 16                    2  d5a8e7584525f886e558852d387158ca   \n",
       " 17                    2  59a3a0e5e8433a132d31736c497c4275   \n",
       " 18                    2  0b4898dc066b8ecaba2c8466c8765128   \n",
       " 19                    2  65334aab045e15dd1fbc3f4d03fd7e87   \n",
       " 20                    2  a87f27787debe1697bcd53393b631fad   \n",
       " 21                    2  383fe8c94f09dd53be64c66ccbfc3538   \n",
       " 22                    2  c90fb7e9cd974c9c751f65f9b38609b2   \n",
       " 23                    2  621c3385f595bb8bc7b7abfc7df2553f   \n",
       " 24                    2  86e21ec4a98e460e9f4d1427a731e665   \n",
       " 25                    2  10f97c2455afd910fa874f00626b9602   \n",
       " 26                    2  9039c627030cd374987ff40156a883f7   \n",
       " 27                    2  99e2b84fe4c528b4a284fbd1e98e48f0   \n",
       " 28                    2  de6e3860d54b11d38d71d2da055372c4   \n",
       " 29                    2  1c9e0b2a05a5d073ab814aa8aff88051   \n",
       " 30                    2  1773b17d47b09df309c6f4266340b4e0   \n",
       " 31                    2  1c1de0de51560822a950e551310cfd58   \n",
       " 32                    2  912aa8c47422cb61282db6bd1cbfd3ee   \n",
       " 33                    2  717a85f7f4bd5868ade11c89d20fc5ed   \n",
       " 34                    2  c9a2b9d7f9c4233102ef4699e7abeaa8   \n",
       " 35                    2  cf7d019bfe069abd802f0a5eac06624a   \n",
       " 36                    2  10f97c2455afd910fa874f00626b9602   \n",
       " 37                    2  dabd6bb6ca049543ab8712f67ea65240   \n",
       " 38                    2  0e3a955884088cdfaee43d9b5cd95d32   \n",
       " 39                    2  199d52aee2fdb0350a6b1be0df693ec9   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 1    643cb049e6a7af2d28749e2408u.png          融资未公开   \n",
       " 2    5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 3    5f8f9865ea60860b75384fa508u.jpg         沪深A股上市   \n",
       " 4    5f8f986aea60860b75384fab08u.jpg            已上市   \n",
       " 5    5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 6    5f8f986bdfb13a7dee342f2108u.jpg          融资未公开   \n",
       " 7    5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 8    6371fd63d59d3936660a336a02u.png           港股上市   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg             B轮   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 11   5f8f986aea60860b75384fab08u.jpg            已上市   \n",
       " 12   63437256fbee3d581c594d5105u.png          融资未公开   \n",
       " 13   5f8f98698dbe6273dcf8516008u.jpg         沪深A股上市   \n",
       " 14   63437256fbee3d581c594d5105u.png           战略融资   \n",
       " 15   5f8fa3bc8dbe6273dcf85e5e08u.png          不需要融资   \n",
       " 16   616e3df43e64d6007c4acd3602u.png            NaN   \n",
       " 17   6077e81be5939e5a310d335c07u.png         沪深A股上市   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 19   5f8f9866dfb13a7dee342f1808u.jpg         沪深A股上市   \n",
       " 20   5f59a417f6d1ab584750c24205u.jpg            已上市   \n",
       " 21   6035d7a584ad24491745ea2b03u.jpg            NaN   \n",
       " 22   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 23   637db012e07cec465f128f8e03u.png            天使轮   \n",
       " 24   5f8f9865ea60860b75384fa508u.jpg         沪深A股上市   \n",
       " 25   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 26   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 27   56090efd45ce3ca42ae4057506a.png            NaN   \n",
       " 28  61e90cb4d34efb29661cf52201u.jpeg          融资未公开   \n",
       " 29   62d1278f8604e32a3078ea8f07u.png            已上市   \n",
       " 30   6177ec2531094f075862dc6703u.png            NaN   \n",
       " 31   6189d6e80fbad649146a120c05u.png          融资未公开   \n",
       " 32   618403f544cdc84659d3af6104u.png             其他   \n",
       " 33   6046d72cf31e654b5a4eea1607u.png          融资未公开   \n",
       " 34   5f8f9866dfb13a7dee342f1808u.jpg           港股上市   \n",
       " 35   5f8f98648dbe6273dcf8515508u.jpg            NaN   \n",
       " 36   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 37   5f8f9866dfb13a7dee342f1808u.jpg         沪深A股上市   \n",
       " 38   6167fa84ba1a7b2752cd2ed107u.jpg            已上市   \n",
       " 39   5f8f98698dbe6273dcf8516008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry comp.compId  \\\n",
       " 0   6094e88edf45a46a965afffc07u.png             计算机软件  12274147.0   \n",
       " 1   60e2fe0bf3df194a3c48adb502u.png             计算机软件         NaN   \n",
       " 2   5bfe9ebf74719d2aa34ba2af03a.png              IT服务   7893220.0   \n",
       " 3   5c63b142261c45f22d4fc37e04u.png       电子/半导体/集成电路   7952178.0   \n",
       " 4   5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   1421537.0   \n",
       " 5   5bfe8f3c74719d35745a663203a.png          汽车交易/后市场    466790.0   \n",
       " 6   61b07937d0458d53c627567e02u.jpg             计算机软件  12551789.0   \n",
       " 7   629da182961dea439f6c2a6206u.png          基金/证券/期货   9678658.0   \n",
       " 8   60ab7b474005a2070875f99702u.png          基金/证券/期货   9874217.0   \n",
       " 9   5e7c7bef37483e328d67342d06u.png             计算机软件   9131583.0   \n",
       " 10  629da182961dea439f6c2a6206u.png          基金/证券/期货   9678658.0   \n",
       " 11  5bfea33774719d2aa34c7eb903a.png          基金/证券/期货   1421537.0   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png              室内娱乐         NaN   \n",
       " 13  5bfe9ddb74719d2aa34b763703a.png              医疗器械   1332787.0   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png           在线社交/媒体         NaN   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png               通信业         NaN   \n",
       " 16  61b07937d0458d53c627567e02u.jpg              IT服务  12686035.0   \n",
       " 17  5bfea4ec74719d2aa34cd0ba03a.png             计算机软件   2115085.0   \n",
       " 18  620dea10dd77d50cb82e806105u.png              通信设备   9370318.0   \n",
       " 19  54d1e9be712e7147fd812a4002c.png           农/林/牧/渔    854827.0   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png              培训服务         NaN   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png               互联网         NaN   \n",
       " 22  63e4694a5cb29a443ec39e7006u.png              电子商务  12445075.0   \n",
       " 23  60f9404e8788b228ca861cec06u.png              智能硬件  12501041.0   \n",
       " 24  6441008d9bd0dd28ee4b02d301u.png               互联网    554892.0   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png              IT服务         NaN   \n",
       " 26  5c64c511261c45f22d50d39303u.png               互联网   8706847.0   \n",
       " 27  5ef2eb21639c8353865c919d05u.png               互联网   8602016.0   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水         NaN   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png             计算机软件         NaN   \n",
       " 30  5c64c511261c45f22d50d39303u.png               互联网   8706847.0   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化         NaN   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              通信设备         NaN   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png                建材         NaN   \n",
       " 34  5bd2f5bf8e50fb8f55a4b46904a.jpg              通信设备   2399664.0   \n",
       " 35  6061375c7d0dfc6f620a9fc201u.png           在线社交/媒体   9686194.0   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              IT服务         NaN   \n",
       " 37  60f0012c66b5e17b60aa022905u.png                制药   8788514.0   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png            互联网/电商         NaN   \n",
       " 39  5577a53528ee921e05f264d101a.png          食品/饮料/酒水   8153394.0   \n",
       " \n",
       "          comp.compName                                 comp.link  \\\n",
       " 0                 中视信息  https://www.liepin.com/company/12274147/   \n",
       " 1         某广州大型计算机软件公司                                             \n",
       " 2                   浪潮   https://www.liepin.com/company/7893220/   \n",
       " 3                 金溢科技   https://www.liepin.com/company/7952178/   \n",
       " 4                 广发证券   https://www.liepin.com/company/1421537/   \n",
       " 5                 华胜集团    https://www.liepin.com/company/466790/   \n",
       " 6       广州汉全信息科技股份有限公司  https://www.liepin.com/company/12551789/   \n",
       " 7       广东博众智能科技投资有限公司   https://www.liepin.com/company/9678658/   \n",
       " 8      广发证券股份有限公司广州分公司   https://www.liepin.com/company/9874217/   \n",
       " 9                 蘑菇物联   https://www.liepin.com/company/9131583/   \n",
       " 10      广东博众智能科技投资有限公司   https://www.liepin.com/company/9678658/   \n",
       " 11                广发证券   https://www.liepin.com/company/1421537/   \n",
       " 12           某大型娱乐休闲公司                                             \n",
       " 13                维力医疗   https://www.liepin.com/company/1332787/   \n",
       " 14       某大型知名互联网/电商公司                                             \n",
       " 15            某知名互联网公司                                             \n",
       " 16       广州市龙图智能科技有限公司  https://www.liepin.com/company/12686035/   \n",
       " 17        佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/   \n",
       " 18  中国联合网络通信有限公司广州市分公司   https://www.liepin.com/company/9370318/   \n",
       " 19                海大集团    https://www.liepin.com/company/854827/   \n",
       " 20             某广州知名公司                                             \n",
       " 21            某广州互联网公司                                             \n",
       " 22       索芙特易购网络科技有限公司  https://www.liepin.com/company/12445075/   \n",
       " 23                核桃能源  https://www.liepin.com/company/12501041/   \n",
       " 24          彩讯科技股份有限公司    https://www.liepin.com/company/554892/   \n",
       " 25           某广州IT服务公司                                             \n",
       " 26               SHEIN   https://www.liepin.com/company/8706847/   \n",
       " 27             Gamesir   https://www.liepin.com/company/8602016/   \n",
       " 28     某国内大型食品/饮料/酒水公司                                             \n",
       " 29        某知名计算机软件上市公司                                             \n",
       " 30               SHEIN   https://www.liepin.com/company/8706847/   \n",
       " 31             全球日消品巨头                                             \n",
       " 32         某大型知名通信设备公司                                             \n",
       " 33            某大型跨国制造业                                             \n",
       " 34                亚信科技   https://www.liepin.com/company/2399664/   \n",
       " 35        广州心娱网络科技有限公司   https://www.liepin.com/company/9686194/   \n",
       " 36           某广州IT服务公司                                             \n",
       " 37                 一品红   https://www.liepin.com/company/8788514/   \n",
       " 38               某大型央企                                             \n",
       " 39                 无限极   https://www.liepin.com/company/8153394/   \n",
       " \n",
       "     comp.compScale  \n",
       " 0         100-499人  \n",
       " 1         500-999人  \n",
       " 2         10000人以上  \n",
       " 3       1000-2000人  \n",
       " 4      5000-10000人  \n",
       " 5      5000-10000人  \n",
       " 6         100-499人  \n",
       " 7         500-999人  \n",
       " 8       2000-5000人  \n",
       " 9         100-499人  \n",
       " 10        500-999人  \n",
       " 11     5000-10000人  \n",
       " 12      2000-5000人  \n",
       " 13      1000-2000人  \n",
       " 14     5000-10000人  \n",
       " 15        500-999人  \n",
       " 16        100-499人  \n",
       " 17      2000-5000人  \n",
       " 18      2000-5000人  \n",
       " 19        10000人以上  \n",
       " 20        100-499人  \n",
       " 21                  \n",
       " 22      1000-2000人  \n",
       " 23           1-49人  \n",
       " 24      2000-5000人  \n",
       " 25        100-499人  \n",
       " 26     5000-10000人  \n",
       " 27          50-99人  \n",
       " 28      2000-5000人  \n",
       " 29     5000-10000人  \n",
       " 30     5000-10000人  \n",
       " 31     5000-10000人  \n",
       " 32        10000人以上  \n",
       " 33     5000-10000人  \n",
       " 34        10000人以上  \n",
       " 35        100-499人  \n",
       " 36        100-499人  \n",
       " 37        500-999人  \n",
       " 38        10000人以上  \n",
       " 39      2000-5000人  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"李先生\",\"imId\":\"1ecc6d7550c60c6...   \n",
       " 1   {\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...   \n",
       " 2   {\"recruiterName\":\"雷先生\",\"imId\":\"92fbf348cea0390...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"imId\":\"0072a9e46b8f5af...   \n",
       " 4   {\"recruiterName\":\"叶女士\",\"imId\":\"e8f0337077e6169...   \n",
       " 5   {\"recruiterName\":\"林女士\",\"imId\":\"8092c3386db52e4...   \n",
       " 6   {\"recruiterName\":\"王女士\",\"imId\":\"2b2e89f9325a19f...   \n",
       " 7   {\"recruiterName\":\"陈女士\",\"imId\":\"88190f2c5223bc0...   \n",
       " 8   {\"recruiterName\":\"丘先生\",\"imId\":\"bfdae2ccf3d0793...   \n",
       " 9   {\"recruiterName\":\"陈先生\",\"imId\":\"ad438642aa05c65...   \n",
       " 10  {\"recruiterName\":\"张女士\",\"imId\":\"de76dc572f39a56...   \n",
       " 11  {\"recruiterName\":\"熊女士\",\"imId\":\"baf3da749c73674...   \n",
       " 12  {\"recruiterName\":\"张女士\",\"imId\":\"b138baccb5e08b9...   \n",
       " 13  {\"recruiterName\":\"蒋先生\",\"imId\":\"982cf6de5ee286e...   \n",
       " 14  {\"recruiterName\":\"李女士\",\"imId\":\"ccff9682920f2de...   \n",
       " 15  {\"recruiterName\":\"吴先生\",\"imId\":\"63748b0bef579f6...   \n",
       " 16  {\"recruiterName\":\"曾女士\",\"imId\":\"1b41e5aa843a7d2...   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"imId\":\"ee07fcc972946dd...   \n",
       " 18  {\"recruiterName\":\"魏女士\",\"imId\":\"3f2c89217d8e1b9...   \n",
       " 19  {\"recruiterName\":\"王先生\",\"imId\":\"376b819ae1f6106...   \n",
       " 20  {\"recruiterName\":\"王先生\",\"imId\":\"5f073d4cc6b19b4...   \n",
       " 21  {\"recruiterName\":\"黄女士\",\"imId\":\"09a07fbd0aa788c...   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"imId\":\"ae0d0d653c386ca...   \n",
       " 23  {\"recruiterName\":\"邹女士\",\"imId\":\"0da3e5304db655a...   \n",
       " 24  {\"recruiterName\":\"高女士\",\"imId\":\"c8bd9abf943f92a...   \n",
       " 25  {\"recruiterName\":\"沈女士\",\"imId\":\"b8fbe3e7a190199...   \n",
       " 26  {\"recruiterName\":\"彭先生\",\"imId\":\"0743c625376f603...   \n",
       " 27  {\"recruiterName\":\"刘女士\",\"imId\":\"70c87be5934fa11...   \n",
       " 28  {\"recruiterName\":\"梁先生\",\"imId\":\"8b1c812dc5d3300...   \n",
       " 29  {\"recruiterName\":\"姚先生\",\"imId\":\"37d780c74fda4c8...   \n",
       " 30  {\"recruiterName\":\"魏女士\",\"imId\":\"bcbdb99138702e9...   \n",
       " 31  {\"recruiterName\":\"王女士\",\"imId\":\"1fe1f195fb9b578...   \n",
       " 32  {\"recruiterName\":\"林女士\",\"imId\":\"6f6f969cddcd4ae...   \n",
       " 33  {\"recruiterName\":\"尧女士\",\"imId\":\"bdede76c25b1df4...   \n",
       " 34  {\"recruiterName\":\"张先生\",\"imId\":\"dde2608159c606f...   \n",
       " 35  {\"recruiterName\":\"王先生\",\"imId\":\"003e6e5fd313bae...   \n",
       " 36  {\"recruiterName\":\"囤先生\",\"imId\":\"ece08995f6be717...   \n",
       " 37  {\"recruiterName\":\"梁女士\",\"imId\":\"51598f5cf927cb5...   \n",
       " 38  {\"recruiterName\":\"言女士\",\"imId\":\"b29fb76681d666f...   \n",
       " 39  {\"recruiterName\":\"叶女士\",\"imId\":\"a3bb8a01a2ffab6...   \n",
       " \n",
       "                                              dataInfo       comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...     联通(广东)产业互联网有限公司   \n",
       " 1   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...     联通(广东)产业互联网有限公司   \n",
       " 2   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...       某广州大型专业技术服务公司   \n",
       " 3   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                探迹科技   \n",
       " 4   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                 瑞修得   \n",
       " 5   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                微柏软件   \n",
       " 6   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...        某广州大型计算机软件公司   \n",
       " 7   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...           某广州IT服务公司   \n",
       " 8   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                三晶电气   \n",
       " 9   %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...      广州市埃特斯通讯设备有限公司   \n",
       " 10  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...          广州奥昆食品有限公司   \n",
       " 11  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...         广州市保伦电子有限公司   \n",
       " 12  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...  湘北威尔曼制药股份有限公司广州分公司   \n",
       " 13  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...         某深圳医疗器械上市公司   \n",
       " 14  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...       广州超视计生物科技有限公司   \n",
       " 15  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...    中国电信股份有限公司云计算分公司   \n",
       " 16  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                视源股份   \n",
       " 17  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                蘑菇物联   \n",
       " 18  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...               某知名公司   \n",
       " 19  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                儒韵电商   \n",
       " 20  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...        朴诚乳业(集团)有限公司   \n",
       " 21  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...          广州智购科技有限公司   \n",
       " 22  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...    创芯国际生物科技(广州)有限公司   \n",
       " 23  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...       某广州大型专业技术服务公司   \n",
       " 24  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...               法拉达集团   \n",
       " 25  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...           某大型上市医药公司   \n",
       " 26  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                山高制药   \n",
       " 27  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...   广州兆科联发医药有限公司重庆分公司   \n",
       " 28  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...        广东德生科技股份有限公司   \n",
       " 29  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                龙腾出行   \n",
       " 30  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...             某广州知名公司   \n",
       " 31  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                中视信息   \n",
       " 32  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...        某广州计算机软件上市公司   \n",
       " 33  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...     广发证券股份有限公司广州分公司   \n",
       " 34  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...        某广州计算机软件上市公司   \n",
       " 35  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...          某广州大型互联网公司   \n",
       " 36  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                  什间   \n",
       " 37  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                健新科技   \n",
       " 38  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...                金碧物业   \n",
       " 39  %7B%22d_curPage%22%3A%2213%22%2C%22d_pageSize%...          某知名快消品大型公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry                    comp.compLogo  \\\n",
       " 0      1000-2000人               互联网  6030a6c1701c060c94ace27002u.png   \n",
       " 1      1000-2000人               互联网  6030a6c1701c060c94ace27002u.png   \n",
       " 2        500-999人            专业技术服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 3      1000-2000人               互联网  639937af821c6d513110e83301u.png   \n",
       " 4        100-499人               互联网  60c95dda02bc3c6965a4b01702u.png   \n",
       " 5        100-499人             计算机软件  6316f890e8dce85d7c944ac504u.png   \n",
       " 6     5000-10000人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7        100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8        500-999人           电气机械/器材  5bfe8f8a74719d35745a755603a.png   \n",
       " 9        100-499人              通信设备  61b07937d0458d53c627567e02u.jpg   \n",
       " 10     1000-2000人          食品/饮料/酒水  61b07937d0458d53c627567e02u.jpg   \n",
       " 11    5000-10000人       电子/半导体/集成电路  5cb824819fae687d4316666906u.jpg   \n",
       " 12       500-999人                制药  5e1e896829d83a675440cdce02u.png   \n",
       " 13     1000-2000人              医疗器械  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14         50-99人              医疗器械  62b171b64b92d73978a0263304u.png   \n",
       " 15    5000-10000人             计算机软件  61b07937d0458d53c627567e02u.jpg   \n",
       " 16    5000-10000人             计算机软件  5bfe95c674719df0ac98e51303a.png   \n",
       " 17       100-499人             计算机软件  5e7c7bef37483e328d67342d06u.png   \n",
       " 18                            批发/零售  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19       100-499人              电子商务  60ffdab215eb4406c91ad47708u.png   \n",
       " 20       500-999人             批发/零售  60507f3141571911a80f7ed307u.png   \n",
       " 21       100-499人               新零售  61b07937d0458d53c627567e02u.jpg   \n",
       " 22       100-499人              生物技术  635a2588e9dca03e5ac218ce06u.png   \n",
       " 23       500-999人            专业技术服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 24       500-999人          汽车零部件及配件  64141391806a31252e26f21803u.png   \n",
       " 25    5000-10000人           制药/生物工程  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26       100-499人                制药  5bfe98fb74719df0ac998b8303a.png   \n",
       " 27                               制药  619d6b9b1bd4fb704e5359b501u.jpg   \n",
       " 28     1000-2000人               互联网  61f345c474673e5468cfe23607u.png   \n",
       " 29       100-499人               互联网  5bfe9c6474719df0ac9a341403a.png   \n",
       " 30       500-999人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31       100-499人             计算机软件  6094e88edf45a46a965afffc07u.png   \n",
       " 32     1000-2000人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33     2000-5000人          基金/证券/期货  60ab7b474005a2070875f99702u.png   \n",
       " 34    5000-10000人             计算机软件  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35     2000-5000人               互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 36       100-499人               互联网  5fc79c7c07579117094981c208u.png   \n",
       " 37       500-999人             计算机软件  619eec711aa74f23de4804bb06u.png   \n",
       " 38       10000人以上          房地产租赁/中介  5bfea23274719d2aa34c4e6403a.png   \n",
       " 39     2000-5000人          食品/饮料/日化  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "     comp.compId                                 comp.link  \\\n",
       " 0     9095103.0   https://www.liepin.com/company/9095103/   \n",
       " 1     9095103.0   https://www.liepin.com/company/9095103/   \n",
       " 2           NaN                                             \n",
       " 3     8836020.0   https://www.liepin.com/company/8836020/   \n",
       " 4    10274019.0  https://www.liepin.com/company/10274019/   \n",
       " 5     8740276.0   https://www.liepin.com/company/8740276/   \n",
       " 6           NaN                                             \n",
       " 7           NaN                                             \n",
       " 8     8946089.0   https://www.liepin.com/company/8946089/   \n",
       " 9     8693299.0   https://www.liepin.com/company/8693299/   \n",
       " 10   13103111.0  https://www.liepin.com/company/13103111/   \n",
       " 11    8488724.0   https://www.liepin.com/company/8488724/   \n",
       " 12   10262005.0  https://www.liepin.com/company/10262005/   \n",
       " 13          NaN                                             \n",
       " 14   12302491.0  https://www.liepin.com/company/12302491/   \n",
       " 15   13018809.0  https://www.liepin.com/company/13018809/   \n",
       " 16    7854025.0   https://www.liepin.com/company/7854025/   \n",
       " 17    9131583.0   https://www.liepin.com/company/9131583/   \n",
       " 18          NaN                                             \n",
       " 19   12845115.0  https://www.liepin.com/company/12845115/   \n",
       " 20    9805659.0   https://www.liepin.com/company/9805659/   \n",
       " 21   12520637.0  https://www.liepin.com/company/12520637/   \n",
       " 22   13322071.0  https://www.liepin.com/company/13322071/   \n",
       " 23          NaN                                             \n",
       " 24   12727549.0  https://www.liepin.com/company/12727549/   \n",
       " 25          NaN                                             \n",
       " 26     258022.0    https://www.liepin.com/company/258022/   \n",
       " 27   13038205.0  https://www.liepin.com/company/13038205/   \n",
       " 28    8570774.0   https://www.liepin.com/company/8570774/   \n",
       " 29    8134487.0   https://www.liepin.com/company/8134487/   \n",
       " 30          NaN                                             \n",
       " 31   12274147.0  https://www.liepin.com/company/12274147/   \n",
       " 32          NaN                                             \n",
       " 33    9874217.0   https://www.liepin.com/company/9874217/   \n",
       " 34          NaN                                             \n",
       " 35          NaN                                             \n",
       " 36   12481695.0  https://www.liepin.com/company/12481695/   \n",
       " 37    8838245.0   https://www.liepin.com/company/8838245/   \n",
       " 38    7922599.0   https://www.liepin.com/company/7922599/   \n",
       " 39          NaN                                             \n",
       " \n",
       "                                            job.labels              job.title  \\\n",
       " 0   [安全产品, 信息安全, 计算机软件, Xmind, 产品设计, 需求管理, Axure, ...                 安全产品经理   \n",
       " 1   [安全产品, 产品设计, 需求管理, Axure, 竞品分析, 交互设计, Xmind, 团...                 安全产品经理   \n",
       " 2                     [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]                 数据产品经理   \n",
       " 3                         [SaaS产品, IT互联网, 电子商务, to B]  中高级产品经理（智能客服线+SaaS行业）   \n",
       " 4                     [IT互联网, 企业服务, 产品规划, 产品设计, 团队管理]                   产品经理   \n",
       " 5                                      [产品经理培训, B端产品]                   产品经理   \n",
       " 6   [K12教育, 智能硬件, 客户端产品, 消费品, 计算机软件, 硬件系统集成, IT互联网...                   产品经理   \n",
       " 7                    [供应链产品, 电商产品, 批发/零售, 团队管理, 产品设计]                   产品经理   \n",
       " 8                                              [产品经理]        产品经理 (MJ000352)   \n",
       " 9          [增长产品, 交易产品, 汽车行业, 产品设计, 流程设计, 用户研究, 团队管理]                   产品经理   \n",
       " 10                                                 []                快消品产品经理   \n",
       " 11                          [医疗行业, 电子/半导体/集成电路, to B]                   产品经理   \n",
       " 12                           [数据分析, 市场调研, 学术推广, 产品培训]                市场部产品经理   \n",
       " 13                                                 []               上市厂商产品经理   \n",
       " 14                          [产品设计, 竞品分析, 产品规划, Visio]                   产品经理   \n",
       " 15                       [云计算, paas, iaas, 产品规划, k8s]                   产品经理   \n",
       " 16           [计算机软件, 电子产品及配件, 用户研究, 产品设计, 产品规划, 交互设计]                 软件产品经理   \n",
       " 17              [IT互联网, 产品设计, 用户研究, 交互设计, 产品规划, 需求分析]                 暖通产品经理   \n",
       " 18                           [海外产品, 用户研究, 需求分析, 产品规划]                 外贸产品经理   \n",
       " 19                                                 []                 硬件产品经理   \n",
       " 20                                  [快消品, OMS, 供应链产品]                 B端产品经理   \n",
       " 21                          [产品设计, Visio, to C, to B]                   产品经理   \n",
       " 22                                                 []                 医药产品经理   \n",
       " 23        [数据产品, IT互联网, 人工智能, 产品设计, 数据分析, 用户研究, 团队管理]               数据中台产品经理   \n",
       " 24                     [汽车行业, 竞品分析, 产品规划, 团队管理, 市场调研]                   产品经理   \n",
       " 25                                                 []                OTC产品经理   \n",
       " 26                     [工具产品, 策略产品, 医药行业, 市场调研, 产品规划]                   产品经理   \n",
       " 27  [市场营销, 产品生命周期, 数据分析, 项目策划, 产品培训, 大客户维护, 品牌宣传, ...                 全国产品经理   \n",
       " 28  [商业产品, 计算机软件, 产品规划, 团队管理, 市场调研, 需求分析, 用户研究, 产品设计]                   产品经理   \n",
       " 29  [平台产品, 策略产品, 商业产品, 项目管理, to C, to B, 产品规划, 市场调...         高级产品经理（场景营销方向）   \n",
       " 30                                                 []           产品经理（平板/笔记本）   \n",
       " 31    [嵌入式硬件产品, 产品经理, 硬件产品经理, 硬件产品, 车载产品, 车载设备, 智能设备]              嵌入式硬件产品经理   \n",
       " 32  [需求分析, Xmind, 安全产品, SaaS产品, to B, Axure, 智慧物联网...                 软件产品经理   \n",
       " 33                                                 []                 金融产品经理   \n",
       " 34                                             [智能硬件]             电商--硬件产品经理   \n",
       " 35                                                 []                 硬件产品经理   \n",
       " 36                                       [产品设计, 数据分析]              产品经理（生活类）   \n",
       " 37                    [新能源行业, 储能, 光伏, 信息化产品, 电力, 自驱力]            产品经理（新能源行业）   \n",
       " 38              [商业产品, 计算机软件, 产品设计, 原型设计, 产品规划, 用户研究]                物联网产品经理   \n",
       " 39                             [推荐产品, AI人工智能产品, 搜索产品]                 AI产品经理   \n",
       " \n",
       "     ...  job.requireEduLevel job.requireWorkYears recruiter.recruiterName  \\\n",
       " 0   ...                   本科                 3-5年                     李先生   \n",
       " 1   ...                 统招本科                 3-5年                     李先生   \n",
       " 2   ...                 统招本科                 3-5年                     雷先生   \n",
       " 3   ...                 统招本科                 3-5年                     陈女士   \n",
       " 4   ...                   本科                 3-5年                     叶女士   \n",
       " 5   ...                   本科                 3-5年                     林女士   \n",
       " 6   ...                 学历不限                5-10年                     王女士   \n",
       " 7   ...                 统招本科                5-10年                     陈女士   \n",
       " 8   ...                   本科                5-10年                     丘先生   \n",
       " 9   ...                   本科                 1-3年                     陈先生   \n",
       " 10  ...                   本科                5-10年                     张女士   \n",
       " 11  ...                   本科                 1-3年                     熊女士   \n",
       " 12  ...                   本科                 1-3年                     张女士   \n",
       " 13  ...                硕士及以上                 1-3年                     蒋先生   \n",
       " 14  ...                 统招本科                 3-5年                     李女士   \n",
       " 15  ...                   本科                 3-5年                     吴先生   \n",
       " 16  ...                   本科                 3-5年                     曾女士   \n",
       " 17  ...                   本科                 3-5年                     陈女士   \n",
       " 18  ...                 统招本科                10年以上                     魏女士   \n",
       " 19  ...                 统招本科                 1-3年                     王先生   \n",
       " 20  ...                   本科                 1-3年                     王先生   \n",
       " 21  ...                   大专                 3-5年                     黄女士   \n",
       " 22  ...                   本科                 1-3年                     杨女士   \n",
       " 23  ...                 统招本科                 3-5年                     邹女士   \n",
       " 24  ...                   大专                 1-3年                     高女士   \n",
       " 25  ...                 学历不限                 3-5年                     沈女士   \n",
       " 26  ...                   本科                5-10年                     彭先生   \n",
       " 27  ...                   本科                 3-5年                     刘女士   \n",
       " 28  ...                   本科                 3-5年                     梁先生   \n",
       " 29  ...                   本科                 3-5年                     姚先生   \n",
       " 30  ...                大专及以上                5-10年                     魏女士   \n",
       " 31  ...                   大专                5-10年                     王女士   \n",
       " 32  ...                 统招本科                 3-5年                     林女士   \n",
       " 33  ...                   本科                 经验不限                     尧女士   \n",
       " 34  ...                 统招本科                 3-5年                     张先生   \n",
       " 35  ...                大专及以上                 3-5年                     王先生   \n",
       " 36  ...                   本科                 3-5年                     囤先生   \n",
       " 37  ...                   本科                5-10年                     梁女士   \n",
       " 38  ...                   本科                 3-5年                     言女士   \n",
       " 39  ...                 统招本科                5-10年                     叶女士   \n",
       " \n",
       "    recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                        hr             False   \n",
       " 1                 人力资源经理/主管             False   \n",
       " 2                      猎头顾问             False   \n",
       " 3                        HR             False   \n",
       " 4                        HR             False   \n",
       " 5                                       False   \n",
       " 6                      猎头顾问             False   \n",
       " 7                      猎头顾问             False   \n",
       " 8                                       False   \n",
       " 9              人力资源伙伴(HRBP)             False   \n",
       " 10                     HRBP             False   \n",
       " 11                     招聘专员             False   \n",
       " 12                       ca             False   \n",
       " 13                     猎头顾问             False   \n",
       " 14                     科研助理             False   \n",
       " 15                     项目经理             False   \n",
       " 16                     招聘经理             False   \n",
       " 17                       hr             False   \n",
       " 18                     猎头顾问             False   \n",
       " 19                      HRD             False   \n",
       " 20                  数字化高级经理             False   \n",
       " 21                     人事主管             False   \n",
       " 22                     人事经理             False   \n",
       " 23                     猎头顾问             False   \n",
       " 24                                      False   \n",
       " 25                     猎头顾问             False   \n",
       " 26                     猎头顾问             False   \n",
       " 27                       职员             False   \n",
       " 28                     招聘主管             False   \n",
       " 29                     招聘经理             False   \n",
       " 30                     猎头顾问             False   \n",
       " 31                                      False   \n",
       " 32                     猎头顾问             False   \n",
       " 33                     区域经理             False   \n",
       " 34                     猎头顾问             False   \n",
       " 35                     猎头顾问             False   \n",
       " 36                    招聘负责人             False   \n",
       " 37                     HRBP             False   \n",
       " 38                     HRBP             False   \n",
       " 39                     猎头顾问             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   1ecc6d7550c60c64613348042573671f                    2   \n",
       " 1   ee8ece450dc970726dadb487287a091a                    2   \n",
       " 2   92fbf348cea0390b3ab72616c5e75821                    2   \n",
       " 3   0072a9e46b8f5af318a804205eca07ce                    2   \n",
       " 4   e8f0337077e6169c613a615479ad0f1e                    2   \n",
       " 5   8092c3386db52e41d3eb8c93eeb0aca8                    2   \n",
       " 6   2b2e89f9325a19f5ee7b65a82243fe9b                    2   \n",
       " 7   88190f2c5223bc068091cff62ebe0c74                    2   \n",
       " 8   bfdae2ccf3d0793dc113e61f65e6c038                    2   \n",
       " 9   ad438642aa05c65d54f897cc91b0c405                    2   \n",
       " 10  de76dc572f39a56c3a8b4208b41a2597                    2   \n",
       " 11  baf3da749c73674f6e4121ecbade1c98                    2   \n",
       " 12  b138baccb5e08b90ad8732728d6065d6                    2   \n",
       " 13  982cf6de5ee286e6c840dbff03641b29                    2   \n",
       " 14  ccff9682920f2deba3e33bf6eef043a2                    2   \n",
       " 15  63748b0bef579f6e190c8f845eb8946f                    2   \n",
       " 16  1b41e5aa843a7d264383db9bf147ecbd                    2   \n",
       " 17  ee07fcc972946ddd0504bb65d1d778f2                    2   \n",
       " 18  3f2c89217d8e1b9dbe3900059d28d9fd                    2   \n",
       " 19  376b819ae1f610610452ebc637aabb97                    2   \n",
       " 20  5f073d4cc6b19b486c47a62dcc2db52b                    2   \n",
       " 21  09a07fbd0aa788c5a9f0273dd33fa30b                    2   \n",
       " 22  ae0d0d653c386ca83fdfd48a60fa880f                    2   \n",
       " 23  0da3e5304db655af3cf1dd3deee9298e                    2   \n",
       " 24  c8bd9abf943f92a1cde5ca55a88b4d39                    2   \n",
       " 25  b8fbe3e7a190199c45913e3a4abf94f3                    2   \n",
       " 26  0743c625376f6033ace8f6aa79707275                    2   \n",
       " 27  70c87be5934fa11116768808f0a1623b                    2   \n",
       " 28  8b1c812dc5d3300ae4cd5c055e1e05ce                    2   \n",
       " 29  37d780c74fda4c8c5d887c62117912b0                    2   \n",
       " 30  bcbdb99138702e9c99c5c4fb06d115ec                    2   \n",
       " 31  1fe1f195fb9b578b4036597854bcf58c                    2   \n",
       " 32  6f6f969cddcd4ae6e030375514342674                    2   \n",
       " 33  bdede76c25b1df4b2530c42b38a6feab                    2   \n",
       " 34  dde2608159c606fc9f90a7bcfdb96d0e                    2   \n",
       " 35  003e6e5fd313baecff86eb5f1c63f723                    2   \n",
       " 36  ece08995f6be71791837546e45eb3a29                    2   \n",
       " 37  51598f5cf927cb554ec8d2175e04cdc6                    2   \n",
       " 38  b29fb76681d666f10e33f8ac54fbf39e                    2   \n",
       " 39  a3bb8a01a2ffab6559a7d64ad9817c9f                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c11c257798a5a3e5b3b76546ddddecb1   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 1   ec9218078fe56078643873581a669533   5f8f986aea60860b75384fab08u.jpg   \n",
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       " 3   be6205dbb14d1ddf296e034899da411f   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 4   5c52d8ef30b920d727e002aa99cabe3f   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 5   19d47f87a72b6b5cd93d012852297636   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6   3e635ac97b5f4a4b9bae34142376c63b   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 7   7fba5da62d53f667ad5109c8a2cec79d   63885ecae07cec465f12936c08u.png   \n",
       " 8   3011f8bd93ff2f4ac6dfb1aba0dd34db   632c1b32b231a360aab3620f02u.png   \n",
       " 9   cbf7227a84770f652fd47a411d694f34   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 10  7a5b05937023850a65b69a91a3e9c70d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11  9f2a7f050965a8edc8c6677bcdac6aa5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 12  b017ccaedac522911ab872a4a61c57ee   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13  bc34e37f50e59c8d32694877c3f65258  63f31eb15cb29a443ec4141e02u.jpeg   \n",
       " 14  73bbc813432db36e136f56c2b815ccd6   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  4cc59e59221545eb25424cf01cda1501   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 16  dbdb446e208a489a493942c912c70b1d   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 17  9c54366c6111050ac031c51e4a5422e4   622f05ed8eba3d325c9e1bf505u.png   \n",
       " 18  58e2be32f89d084310ee47cd0b18af73  6343e6e55f9dbd49324bb35004u.jpeg   \n",
       " 19  00aed763bbfeb38f7679d9a7423c13fa   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 20  15ca60298bddee6928b4bf70ecedd25b   641a6ed89cb16f4a5582fc1903u.png   \n",
       " 21  e0967f422701898cade9962bd9896d1b   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 22  17691b1d15bf257c520f0edb50a463e5   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 23  4d5661ee662c70a35a8207c9d33fe8e6   630d9154bb191537a613b3c706u.png   \n",
       " 24  2c2d9749c6055414331aa67c6f17f0ea   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 25  9924929df7a4741a01a908e597e866dd   5cb924c2501544662c37a18701u.png   \n",
       " 26  99eb60e1f41d1417d12ae001da874ad0   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 27  aca889e6678ca20dcd589428ff03c98c   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  b2e0e1cd6662f9c2ad9335e34c9a3d33   5f8f986aea60860b75384fab08u.jpg   \n",
       " 29  c29e5107a85d7f59f2103b77fd9bd7ff   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 30  9c7a1340e643da52ac34c6806b9b623b   5cb6e2d89fae687d4314b55608u.jpg   \n",
       " 31  3008edc8b1b12656a3c5bc684e468568   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 32  2ac65c2f52c8ab8d7cbc59b7c09263b6   627b793005b72b69851b114801u.png   \n",
       " 33  ca8f906b4983a9bfc557bfadea997e69   63a015f1f7e3e920831b204107u.png   \n",
       " 34  3cd7968d89eb254ad781e71137eaaa63   5f8fa3a9dfb13a7dee343d4808u.png   \n",
       " 35  a6d1ac49662ebd7e2922d184dfe7b31d   5fbf6d67f5018765c03e6cfa03u.png   \n",
       " 36  0043c42bd78d2ce409d203a2b9f4549b   5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 37  c877d20a3c43e6ae7af2cf6eef8bd515   6308c09de8bc87002b7a6ec908u.png   \n",
       " 38  ae824a7462a32e7105f1d32a1246f02c   5a4c79aa8e50ad8c0fbd85fa04a.png   \n",
       " 39  36b65aeb85eed46f2bdb1a4240dff56d   63d9c3258ee43a1f04caca8307u.png   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2               A轮  \n",
       " 3               B轮  \n",
       " 4               A轮  \n",
       " 5            新三板上市  \n",
       " 6              已上市  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9             战略投资  \n",
       " 10             NaN  \n",
       " 11            战略投资  \n",
       " 12             NaN  \n",
       " 13             已上市  \n",
       " 14              A轮  \n",
       " 15             NaN  \n",
       " 16          沪深A股上市  \n",
       " 17              B轮  \n",
       " 18           融资未公开  \n",
       " 19             NaN  \n",
       " 20           融资未公开  \n",
       " 21             NaN  \n",
       " 22              B轮  \n",
       " 23              A轮  \n",
       " 24             NaN  \n",
       " 25           融资未公开  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28           中小板上市  \n",
       " 29             NaN  \n",
       " 30           融资未公开  \n",
       " 31           融资未公开  \n",
       " 32             已上市  \n",
       " 33            港股上市  \n",
       " 34             已上市  \n",
       " 35              C轮  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38             NaN  \n",
       " 39           融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " 28  {\"jobId\":\"56824227\",\"userId\":\"40245966551410bf...   \n",
       " 29  {\"jobId\":\"43833721\",\"userId\":\"3755916d56c37cd4...   \n",
       " 30  {\"jobId\":\"38373603\",\"userId\":\"36bdb79a80263ea2...   \n",
       " 31  {\"jobId\":\"49192925\",\"userId\":\"c611252746a25cb9...   \n",
       " 32  {\"jobId\":\"54858671\",\"userId\":\"447192a1f8361cbb...   \n",
       " 33  {\"jobId\":\"44057839\",\"userId\":\"5d18240b17b12478...   \n",
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       " 39  {\"jobId\":\"43462411\",\"userId\":\"c6558d530eecaf93...   \n",
       " \n",
       "                                              dataInfo  \\\n",
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       " 30  %7B%22jobId%22%3A%2238373603%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2249192925%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2254858671%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2244057839%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2244164993%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2249127553%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2256824025%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2246284597%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2243275221%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2243462411%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0               [数据产品, 计算机软件, 团队管理, 产品规划, 竞品分析, 数据分析]  45706851   \n",
       " 1                            [团队管理, 产品优化, 产品规划, 原型设计]  47220677   \n",
       " 2                                                  []  56024007   \n",
       " 3                                                  []  15662399   \n",
       " 4                                          [AI人工智能产品]  44112723   \n",
       " 5   [电子产品及配件, 智能硬件, 产品规划, 产品优化, 用户研究, 团队管理, 产品设计, ...  43771639   \n",
       " 6   [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56357549   \n",
       " 7                                                  []  45304579   \n",
       " 8                                                  []  43415437   \n",
       " 9                                      [axure, visio]  39603427   \n",
       " 10                                 [市场调研, 医疗行业, 团队管理]  45086655   \n",
       " 11                                             [软件产品]  57890979   \n",
       " 12                                         [中台产品, 爬虫]  45961399   \n",
       " 13                                 [产品优化, 数据分析, 产品规划]  56954061   \n",
       " 14                         [产品设计, 数据产品, 海外产品, 产品设计对接]  45455217   \n",
       " 15                           [广告产品, 广告行业, 市场调研, 产品规划]  43442483   \n",
       " 16  [产品包装, 产品测试, 产品卖点, 渠道管理, 产品管理, 产品库存, 竞品分析, 产品规...  44048627   \n",
       " 17                                            [IT互联网]  43681635   \n",
       " 18                                       [产品经理, 水稻产品]  55890723   \n",
       " 19  [策略产品, 供应链产品, 数据产品, IT互联网, 产品规划, 竞品分析, 产品优化, 用...  56365673   \n",
       " 20                           [海外产品, 用户研究, 需求分析, 产品规划]  53519155   \n",
       " 21  [数据产品, 计算机软件, 教育行业, 化学化工, IT互联网, 用户研究, 产品规划, 产...  43690699   \n",
       " 22      [计算机软件, IT互联网, 产品设计, 移动端产品, 产品规划, 交互设计, 原型设计]  49951073   \n",
       " 23                                                 []  50542965   \n",
       " 24  [电子商务, Axure, 需求分析, Xmind, 用户研究, 交互设计, 产品规划, 小...  57723309   \n",
       " 25                                [信创, 国产化, 规划, 产品规划]  44976343   \n",
       " 26                  [策略产品, 定价/竞价产品, 灯饰照明, 团队管理, 产品规划]  54058131   \n",
       " 27                                                 []  40414417   \n",
       " 28                                             [基金产品]  56824227   \n",
       " 29  [企业服务, 原型设计, 需求分析, 竞品分析, web端产品, 市场调研, 流程设计, 计...  43833721   \n",
       " 30                                                 []  38373603   \n",
       " 31  [数据产品, 计算机软件, 竞品分析, 产品设计, 产品规划, 原型设计, 需求分析, 数据...  49192925   \n",
       " 32  [工具产品, IT互联网, to B, 产品设计, 产品规划, 产品优化, 用户研究, 团队...  54858671   \n",
       " 33        [数据产品, IT互联网, 人工智能, 产品设计, 用户研究, 数据分析, 团队管理]  44057839   \n",
       " 34         [安全产品, 信息安全, 电子商务, 产品规划, 用户研究, 产品设计, 竞品分析]  44164993   \n",
       " 35                              [IT互联网, 硬件系统集成, 智能硬件]  49127553   \n",
       " 36                                [批发/零售, 用户研究, 数据分析]  56824025   \n",
       " 37                                             [电子商务]  46284597   \n",
       " 38                                       [数据分析, 需求分析]  43275221   \n",
       " 39  [产品设计, 架构设计, 供应链产品, 中台产品, 产品规划, 电子商务, to B, 需求...  43462411   \n",
       " \n",
       "                    job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                     高级产品经理  15-35k·13薪  广州-黄埔区           2   \n",
       " 1                       产品经理      20-40k      广州           2   \n",
       " 2                 产品经理（卫浴行业）      13-20k  广州-番禺区           2   \n",
       " 3                       产品经理      15-20k      广州           2   \n",
       " 4                     AI产品经理  14-22k·15薪  广州-白云区           1   \n",
       " 5                     高级产品经理      25-40k  广州-白云区           1   \n",
       " 6                       产品经理      15-16k  广州-花都区           2   \n",
       " 7                       产品经理  25-35k·14薪  广州-白云区           1   \n",
       " 8              产品经理（护肤品产品经理）      10-15k  广州-白云区           1   \n",
       " 9                       产品经理      11-17k  广州-天河区           2   \n",
       " 10                      产品经理  15-20k·14薪  广州-番禺区           1   \n",
       " 11                      产品经理      20-30k  广州-番禺区           2   \n",
       " 12    产品经理（B端）—热招 (MJ005394)      20-30k  广州-番禺区           2   \n",
       " 13                      产品经理      20-30k  广州-海珠区           2   \n",
       " 14                    高级产品经理      25-40k      广州           1   \n",
       " 15                   NGS产品经理  18-25k·13薪  广州-黄埔区           1   \n",
       " 16                   穿戴甲产品经理      14-25k  广州-海珠区           1   \n",
       " 17                    软件产品经理  25-35k·14薪      广州           1   \n",
       " 18                    水稻产品经理      10-20k  广州-天河区           2   \n",
       " 19                      产品经理      12-13k      广州           2   \n",
       " 20                      产品经理      15-30k  广州-南沙区           2   \n",
       " 21          软件产品经理（上市公司  教育）  28-55k·15薪      广州           1   \n",
       " 22                    软件产品经理  18-25k·13薪  广州-番禺区           2   \n",
       " 23       宠物（水族、小宠、爬宠、猫狗）产品经理      12-20k  广州-天河区           2   \n",
       " 24            产品经理（凡科商城SaaS）       8-11k  广州-海珠区           2   \n",
       " 25                    软件产品经理  25-50k·15薪  广州-黄埔区           1   \n",
       " 26                   产品经理/主管  10-20k·13薪  广州-黄埔区           2   \n",
       " 27                  五金产品经理组长  20-30k·13薪      广州           2   \n",
       " 28                    私募产品经理      10-12k  广州-天河区           2   \n",
       " 29                产品经理（pc软件）  35-55k·18薪      广州           1   \n",
       " 30                产品经理（感染方向）       9-20k  广州-黄埔区           2   \n",
       " 31                  高级软件产品经理  20-40k·13薪  广州-黄埔区           2   \n",
       " 32                   大数据产品经理      20-30k  广州-越秀区           2   \n",
       " 33                      产品经理  20-30k·14薪      广州           1   \n",
       " 34                      产品经理      18-29k      广州           1   \n",
       " 35                    IT产品经理      10-15k  广州-天河区           2   \n",
       " 36                    高级产品经理        薪资面议  广州-天河区           2   \n",
       " 37  高级产品经理(WMS方向) (MJ005470)      20-40k  广州-番禺区           2   \n",
       " 38               产品经理（招聘信息化）  25-35k·14薪  广州-番禺区           1   \n",
       " 39                    高级产品经理  30-40k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=14&...       False  ...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   d08a7507d99ebd5bdfd1adefe778fed1                    2   \n",
       " 1   a65422c821fe37f12599e94af0746e13                    2   \n",
       " 2   31359c2c99637d2224eff958a002fd93                    2   \n",
       " 3   292102b3518d1176b74cd2e3b8b7dbf6                    2   \n",
       " 4   50fe96bee43de82980764db4dc5d059d                    2   \n",
       " 5   85ad20a08ec51be2863aab5566accc36                    2   \n",
       " 6   814e2a45168c2de53cf1dd3deee9298e                    2   \n",
       " 7   d0bc920b52dc1d8c1b4fb320fc878e26                    2   \n",
       " 8   f8e487f9c2ce7cab62cb88e0a323364d                    2   \n",
       " 9   a93749238acde2291837546e45eb3a29                    2   \n",
       " 10  d108f6e51b6ec36dee7b65a82243fe9b                    2   \n",
       " 11  7eb9ce360d00c6b654f897cc91b0c405                    2   \n",
       " 12  60efe437c70b76529f525c4acd6c5f37                    2   \n",
       " 13  0580dc286096ebff3ab72616c5e75821                    2   \n",
       " 14  a4049674c79d308f02f523e94e784db2                    2   \n",
       " 15  6ccfea7e495788c899c5c4fb06d115ec                    2   \n",
       " 16  adcbc811655da4a48929711dbddfb0c2                    2   \n",
       " 17  5ba4de98ccb25cc350484ed2ccee87d4                    2   \n",
       " 18  8efd3436fa841834351ff05530f680dd                    2   \n",
       " 19  e5f890a045d9a906cb1add96ed310edb                    2   \n",
       " 20  fae1f13112aa052898c82c53e9e3d78d                    2   \n",
       " 21  7723a4cf0855bcaa063dfc1b00f6daab                    2   \n",
       " 22  788ad4c44fc46bc0ac4acac916df0e35                    2   \n",
       " 23  88da3203f4b0404acc342d821fad2e6e                    2   \n",
       " 24  d5b785128e48827bf0e943e3aa9ed4a9                    2   \n",
       " 25  7c05f20f8a23faaa4383db9bf147ecbd                    2   \n",
       " 26  76809b37f2162f2624eff958a002fd93                    2   \n",
       " 27  6f963d9e72947e5b5d887c62117912b0                    2   \n",
       " 28  9b3312cd87715404f7d8b7d889eac294                    2   \n",
       " 29  f13663d20cdbd9faa9f0273dd33fa30b                    2   \n",
       " 30  e2f8b4e2efd9bb8697cd4b0530f9e3f9                    2   \n",
       " 31  ce0cd614e4e144860e43dceec0a39170                    2   \n",
       " 32  7cba8b6b91d0fa259427b88c78d2ff1f                    2   \n",
       " 33  70a74e75ffc68b6aa9f0273dd33fa30b                    2   \n",
       " 34  3a910c555ab00aed29323863fa1c0b93                    2   \n",
       " 35  18bb4a0bfa870c57548179b4a860b4bd                    2   \n",
       " 36  070d38030af8064c99c4538f2a55bd77                    2   \n",
       " 37  993e0dcb300449637c654f08a5706743                    2   \n",
       " 38  d774760d66ebcf4993bfd302333462b2                    2   \n",
       " 39  671315a9f88fbccbe3a362ce23913155                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0    5f8f9863f6d1ab58476f246a08u.jpg             计算机软件         沪深A股上市   \n",
       " 1    5f8f98648dbe6273dcf8515508u.jpg       电子/半导体/集成电路            NaN   \n",
       " 2    5f8f986779c7cc70efbf36c008u.jpg              金属制品         沪深A股上市   \n",
       " 3    54d1e76c712eb4f6b84c2df401a.png                游戏          融资未公开   \n",
       " 4    62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 5    62eb25cb387f9734984ce10408u.jpg              电子商务             其他   \n",
       " 6    5f8f986779c7cc70efbf36c008u.jpg              人工智能             C轮   \n",
       " 7    6164f85cf3e81c74a1375b7d04u.png              电子商务          融资未公开   \n",
       " 8    60eff8fa72adae59b22441f602u.png             个人护理品            已上市   \n",
       " 9    5f8f98648dbe6273dcf8515508u.jpg               互联网            NaN   \n",
       " 10   641a735347903463b532ce0305u.png              医疗器械            已上市   \n",
       " 11   5f8f986779c7cc70efbf36c008u.jpg              工程施工          融资未公开   \n",
       " 12   61b994fcd318b4087cedf6b204u.png            专业技术服务             D轮   \n",
       " 13   5f8f9865ea60860b75384fa508u.jpg              咨询服务            NaN   \n",
       " 14   6332ea9e16d99a112973ddc407u.jpg              电子商务            NaN   \n",
       " 15   6151812fb2d6a30785102c3808u.png              医疗机构            NaN   \n",
       " 16   5f8fa3a6f6d1ab58476f322808u.png            其他生活服务            NaN   \n",
       " 17   61a4711ea399eb33a08a207203u.jpg               互联网           战略融资   \n",
       " 18   5f8f9866dfb13a7dee342f1808u.jpg           农/林/牧/渔            NaN   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg          食品/饮料/酒水             A轮   \n",
       " 20   5f8f986779c7cc70efbf36c008u.jpg       电子/半导体/集成电路         沪深A股上市   \n",
       " 21   621ee370f34f801089fdbf6e02u.png             计算机软件            已上市   \n",
       " 22   5f8f986779c7cc70efbf36c008u.jpg              智能硬件            NaN   \n",
       " 23   5f8f98698dbe6273dcf8516008u.jpg            专业技术服务            NaN   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg               互联网          新三板上市   \n",
       " 25  61bfe8e8d8489c6530a2c4db06u.jpeg             计算机软件            已上市   \n",
       " 26   55ada3f60cf2ae966b05cda003a.jpg       电子/半导体/集成电路            NaN   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg              电子商务            NaN   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg          基金/证券/期货            NaN   \n",
       " 29   60aa2e50ea7ca0580e5f6e1a08u.jpg             计算机软件            已上市   \n",
       " 30   56f20b9645ce40c53ba2d18f04a.jpg              医疗机构            NaN   \n",
       " 31   5f8f9865ea60860b75384fa508u.jpg             计算机软件         沪深A股上市   \n",
       " 32   5f8f98698dbe6273dcf8516008u.jpg            专业技术服务            NaN   \n",
       " 33   6200bc6c935aac09c59643e604u.png            专业技术服务             A轮   \n",
       " 34   6405ae074d2d9202997b7b0b05u.png               互联网          融资未公开   \n",
       " 35   5f8f9866dfb13a7dee342f1808u.jpg              IT服务            NaN   \n",
       " 36   5f8f9866dfb13a7dee342f1808u.jpg           云计算/大数据           港股上市   \n",
       " 37   61b2cced946f8b1203a09d3a05u.jpg               互联网            NaN   \n",
       " 38   60ebc1979cd97d3452c266a501u.png               互联网            NaN   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compId     comp.compName  \\\n",
       " 0   5bfe95c674719df0ac98e51303a.png   7854025.0              视源股份   \n",
       " 1   5bfe8eca74719d35745a513403a.png   8838118.0        长视科技股份有限公司   \n",
       " 2   5bfe98cf74719df0ac99826603a.png   2870329.0    广州海鸥住宅工业股份有限公司   \n",
       " 3   5bfea15d74719d2aa34c250203a.png   1040016.0          广州四三九九游戏   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         NaN   某国内大型食品/饮料/酒水公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         NaN         某广州电子商务公司   \n",
       " 6   62860cf27933ee37f03c289902u.png   9368549.0              高重科技   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png         NaN           某跨境电商公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png         NaN            某化妆品企业   \n",
       " 9   61b07937d0458d53c627567e02u.jpg   9944665.0       中船工业互联网有限公司   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png         NaN       某广州医疗器械上市公司   \n",
       " 11  6030c1a781ed9c4b9d35ad5508u.png  12546463.0     江西太平洋宇洪建设有限公司   \n",
       " 12  61b07937d0458d53c627567e02u.jpg   9808891.0             SHEIN   \n",
       " 13  61b07937d0458d53c627567e02u.jpg  13458849.0     问问桌(武汉)科技有限公司   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州电子商务公司   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州医疗机构公司   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png         NaN             某知名公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州大型互联网公司   \n",
       " 18  5bfea26774719d2aa34c583003a.png   8929680.0     先正达(中国)投资有限公司   \n",
       " 19  5bfb84fc8e5015bd625afb2605a.jpg   7865203.0      杭州衡美食品科技有限公司   \n",
       " 20  54d1ea1b712e7147fd819ad002c.png   7898133.0            三雄极光照明   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州计算机软件上市公司   \n",
       " 22  58e712317032d65ebc55a8ea05a.jpg   8306654.0        广东金朋科技有限公司   \n",
       " 23  61b07937d0458d53c627567e02u.jpg  12831783.0  宠有家供应链管理(山东)有限公司   \n",
       " 24  5f0e8273639c8353866faf6d01u.png   8565691.0                凡科   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州计算机软件上市公司   \n",
       " 26  621dd7fca593176849330ba005u.png   5029519.0              硅能光电   \n",
       " 27  5bfe99a174719df0ac99ac3903a.png   8805672.0     广州广颖创网络科技有限公司   \n",
       " 28  61cab8882cff7b04af3a0cf706u.png  12148277.0              微诚集团   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png         NaN      某知名计算机软件上市公司   \n",
       " 30  5bfe9ea874719d2aa34b9e3b03a.png   2367398.0              云康集团   \n",
       " 31  5bfe95c674719df0ac98e51303a.png   7854025.0              视源股份   \n",
       " 32  5bfe987274719df0ac996f4203a.png   9249822.0     广东省国际工程咨询有限公司   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png         NaN     某广州大型专业技术服务公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州大型互联网公司   \n",
       " 35  62625e6102f8f76645e566b001u.png  13189761.0     广东康利达物联科技有限公司   \n",
       " 36  61bc56ac5cbf433250ff8e6702u.png  12978915.0      广州中康数字科技有限公司   \n",
       " 37  5c64c511261c45f22d50d39303u.png   8706847.0             SHEIN   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         NaN          某广州互联网公司   \n",
       " 39  5f71b103dfb13a7dee27c76e01u.png  12334979.0      广州赫特信息技术有限公司   \n",
       " \n",
       "    comp.compScale                                 comp.link  \n",
       " 0     5000-10000人   https://www.liepin.com/company/7854025/  \n",
       " 1        500-999人   https://www.liepin.com/company/8838118/  \n",
       " 2      2000-5000人   https://www.liepin.com/company/2870329/  \n",
       " 3      1000-2000人   https://www.liepin.com/company/1040016/  \n",
       " 4      2000-5000人                                            \n",
       " 5        100-499人                                            \n",
       " 6        100-499人   https://www.liepin.com/company/9368549/  \n",
       " 7        500-999人                                            \n",
       " 8        500-999人                                            \n",
       " 9          50-99人   https://www.liepin.com/company/9944665/  \n",
       " 10     2000-5000人                                            \n",
       " 11       100-499人  https://www.liepin.com/company/12546463/  \n",
       " 12       10000人以上   https://www.liepin.com/company/9808891/  \n",
       " 13                 https://www.liepin.com/company/13458849/  \n",
       " 14         50-99人                                            \n",
       " 15         50-99人                                            \n",
       " 16          1-49人                                            \n",
       " 17     2000-5000人                                            \n",
       " 18     2000-5000人   https://www.liepin.com/company/8929680/  \n",
       " 19       100-499人   https://www.liepin.com/company/7865203/  \n",
       " 20     2000-5000人   https://www.liepin.com/company/7898133/  \n",
       " 21    5000-10000人                                            \n",
       " 22       100-499人   https://www.liepin.com/company/8306654/  \n",
       " 23       100-499人  https://www.liepin.com/company/12831783/  \n",
       " 24       500-999人   https://www.liepin.com/company/8565691/  \n",
       " 25    5000-10000人                                            \n",
       " 26       100-499人   https://www.liepin.com/company/5029519/  \n",
       " 27       500-999人   https://www.liepin.com/company/8805672/  \n",
       " 28       100-499人  https://www.liepin.com/company/12148277/  \n",
       " 29    5000-10000人                                            \n",
       " 30     1000-2000人   https://www.liepin.com/company/2367398/  \n",
       " 31    5000-10000人   https://www.liepin.com/company/7854025/  \n",
       " 32       500-999人   https://www.liepin.com/company/9249822/  \n",
       " 33       500-999人                                            \n",
       " 34     1000-2000人                                            \n",
       " 35       100-499人  https://www.liepin.com/company/13189761/  \n",
       " 36       500-999人  https://www.liepin.com/company/12978915/  \n",
       " 37    5000-10000人   https://www.liepin.com/company/8706847/  \n",
       " 38       100-499人                                            \n",
       " 39       100-499人  https://www.liepin.com/company/12334979/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...   \n",
       " 1   {\"userId\":\"ff7797cd160b96f841ff1fe3b5a0f7ad\",\"...   \n",
       " 2   {\"userId\":\"99b29794fc8391da9daf7cc4297885a4\",\"...   \n",
       " 3   {\"userId\":\"3871a3981d611416e2206fed61d772af\",\"...   \n",
       " 4   {\"userId\":\"6dac8428debf419ee88f34c05844710c\",\"...   \n",
       " 5   {\"userId\":\"0f67104d9d26e05a63878b22301425ad\",\"...   \n",
       " 6   {\"userId\":\"78de9d4176ac683aab7dcf75a9ac45b8\",\"...   \n",
       " 7   {\"userId\":\"36bdb79a80263ea26a43ee06469797dd\",\"...   \n",
       " 8   {\"userId\":\"538fb44ddf62cf77b210bdf561a87525\",\"...   \n",
       " 9   {\"userId\":\"1a42d8a9ed519d1d4b526a9d5e8f9a49\",\"...   \n",
       " 10  {\"userId\":\"c020597c72f7ec15bc1e157f429a22e3\",\"...   \n",
       " 11  {\"userId\":\"cd508e2214b337db5f30f2568c665990\",\"...   \n",
       " 12  {\"userId\":\"004aa3658f4570155d0841e5265bbb1f\",\"...   \n",
       " 13  {\"userId\":\"c07b442745af1399b2a701c16ad53a58\",\"...   \n",
       " 14  {\"userId\":\"621c3385f595bb8bc7b7abfc7df2553f\",\"...   \n",
       " 15  {\"userId\":\"491daa4e3b11dccb7f5f0285a9bca327\",\"...   \n",
       " 16  {\"userId\":\"1b62ae342a0dad46d96b07280220a1b9\",\"...   \n",
       " 17  {\"userId\":\"1db2176ca2c7f40f531f67a1360866a1\",\"...   \n",
       " 18  {\"userId\":\"383be4ca4fc2fd297896e6e732db1dc7\",\"...   \n",
       " 19  {\"userId\":\"8b439821780daa31efbf377f24b41bc4\",\"...   \n",
       " 20  {\"userId\":\"ff848b1290d7cdd540873f966d3505a0\",\"...   \n",
       " 21  {\"userId\":\"7494363f9c82aab39dc129d2ccf64e40\",\"...   \n",
       " 22  {\"userId\":\"bb90e664068b1c3122055d3a9a6b8e5e\",\"...   \n",
       " 23  {\"userId\":\"4ce726614a23ae57acd5ba9b6e56ce9b\",\"...   \n",
       " 24  {\"userId\":\"b3c801d15ccca580819169acab420917\",\"...   \n",
       " 25  {\"userId\":\"59a3a0e5e8433a132d31736c497c4275\",\"...   \n",
       " 26  {\"userId\":\"c570dbbeab1ba139a704f95b44f44d81\",\"...   \n",
       " 27  {\"userId\":\"f1630c5d0ed14d1182c4e64ed167b28a\",\"...   \n",
       " 28  {\"userId\":\"87add1fbe907879963c100f0ff054c0f\",\"...   \n",
       " 29  {\"userId\":\"6566543d19578c19c8eb9b43d4528640\",\"...   \n",
       " 30  {\"userId\":\"e178d3fd906459046a04f101a2c9de97\",\"...   \n",
       " 31  {\"userId\":\"19d698ad726e82c6f6d4d4c65fa3a9b4\",\"...   \n",
       " 32  {\"userId\":\"124830771fa7f2a4a100c42c4161c979\",\"...   \n",
       " 33  {\"userId\":\"b3c801d15ccca580819169acab420917\",\"...   \n",
       " 34  {\"userId\":\"5dc67f95ba5ed1f2eff4dbfe6d95cd20\",\"...   \n",
       " 35  {\"userId\":\"806e425eb8769fe88a638dbb88a267dd\",\"...   \n",
       " 36  {\"userId\":\"f066f2e36b8231534098674c64ee4b77\",\"...   \n",
       " 37  {\"userId\":\"9294a5a1e3837c5ebb372434d8d59956\",\"...   \n",
       " 38  {\"userId\":\"af41bf4d3710740535283fd0f9d54662\",\"...   \n",
       " 39  {\"userId\":\"6267d37bf17679a00fc8848cce2c5c5f\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                            [采购, to B, 供应链产品, ERP产品]           2  20-35k·14薪   \n",
       " 1      [SaaS系统, 市场调研, 需求调研, Visio, 竞品分析, Xmind, 产品规划]           2      13-17k   \n",
       " 2                                  [产品设计, saas, 数据分析]           2      20-35k   \n",
       " 3   [智慧课堂, 常态化教学产品, 高职教, 信息化建设, 产品规划, 行业研究, 教育产品, ...           2  18-40k·13薪   \n",
       " 4                                              [数据分析]           2        薪资面议   \n",
       " 5   [社交产品, 社交网络, 电子商务, 用户研究, 团队管理, 产品设计, Axure, 产品...           1  11-19k·15薪   \n",
       " 6   [电商产品, 社区/社交产品, 消费品, to C, 移动端产品, 小程序产品, 团队管理,...           1  13-19k·15薪   \n",
       " 7                                                  []           2       9-20k   \n",
       " 8   [商业产品, 策略产品, 制造业, 家电行业, 房地产行业, 产品设计, 用户研究, 产品规...           2      15-20k   \n",
       " 9   [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1      15-30k   \n",
       " 10                                       [产品设计, 数据产品]           2      16-30k   \n",
       " 11                                             [产品设计]           1      15-20k   \n",
       " 12  [工具产品, 平台产品, 批发/零售, 消费品, 产品设计, 交互设计, Axure, 数据...           2  15-30k·13薪   \n",
       " 13                        [SaaS产品, SaaS系统, 云计算, to B]           2  15-30k·15薪   \n",
       " 14                         [硬件产品, 硬件系统集成, 智能硬件, 需求分析]           2      18-30k   \n",
       " 15                          [0-1中台产品建设, 有迭代经验, 有技术底层]           1      20-30k   \n",
       " 16  [平台产品, 商业产品, 计算机软件, 产品设计, 用户研究, 产品规划, 需求管理, 团队管理]           1      15-22k   \n",
       " 17      [产品规划, 产品设计, 用户研究, 团队管理, Xmind, Axure, Visio]           2   8-12k·13薪   \n",
       " 18           [社交产品, 海外产品, 社区/社交产品, 语音产品, 对话产品, IT互联网]           1  20-35k·13薪   \n",
       " 19                               [调度策略产品, 产品规划, 用户研究]           2      13-23k   \n",
       " 20                         [调度策略产品, 需求挖掘, 产品设计, 数据分析]           1  30-45k·13薪   \n",
       " 21         [数据产品, 策略产品, 数据分析, 产品设计, 用户研究, 产品规划, 需求分析]           2      26-30k   \n",
       " 22  [定价/竞价产品, AI人工智能产品, 策略产品, 人工智能, to B, 竞品分析, 产品...           2      15-25k   \n",
       " 23                                                 []           2  20-35k·13薪   \n",
       " 24                          [K12教育, 教育行业, 硬件产品, 软件产品]           1  25-35k·13薪   \n",
       " 25  [人工智能, 交通/运输/物流, 智能硬件, 房地产行业, 产品设计, 产品规划, Axur...           2      12-18k   \n",
       " 26  [数据产品, 海外产品, 计算机软件, 团队管理, 产品规划, 竞品分析, 产品设计, 需求...           2      20-25k   \n",
       " 27                                                 []           2      20-30k   \n",
       " 28  [ssp, dsp, sdk, 数据分析, 产品设计, 中台产品, 商业产品, 需求分析, ...           1  25-35k·18薪   \n",
       " 29                            [智能硬件, 检测算法, 整机制造, 无人机]           2  15-25k·13薪   \n",
       " 30                                                 []           2  15-22k·13薪   \n",
       " 31                                         [信创, 产品经理]           2      15-30k   \n",
       " 32                       [医疗器械, 医药, 市场营销, 客户关系, 产品经理]           2  20-40k·14薪   \n",
       " 33                                      [智能硬件, K12教育]           1  25-30k·13薪   \n",
       " 34                                   [大健康, 干细胞, 产品分析]           2      19-24k   \n",
       " 35     [硬件产品, 产品规划, 需求分析, 市场调研, 电子/半导体/集成电路, 通讯/网络设备]           1      20-35k   \n",
       " 36        [数据产品, IT互联网, 人工智能, 产品设计, 数据分析, 用户研究, 团队管理]           1      20-28k   \n",
       " 37                         [供应链产品, ERP产品, 后台产品, to B]           2  20-35k·14薪   \n",
       " 38                                                 []           2      12-15k   \n",
       " 39         [数据产品, 策略产品, 数据分析, 产品设计, 用户研究, 产品规划, 需求分析]           1      20-40k   \n",
       " \n",
       "     job.dq                     job.title job.refreshTime job.jobId  \\\n",
       " 0   广州-番禺区       产品经理（物资采购管理） (MJ007457)  20230123180809  55511489   \n",
       " 1   广州-天河区             售前产品经理 (MJ000216)  20230316100630  56800039   \n",
       " 2   广州-番禺区                          产品经理  20230221153607  56322233   \n",
       " 3   广州-黄埔区                  软件产品经理（实验实训）  20230215194915  56151303   \n",
       " 4   广州-海珠区                          产品经理  20221223092020  54540959   \n",
       " 5       广州                      展业系统产品经理  20230310123745  44277477   \n",
       " 6   广州-白云区            展业系统主任 / 产品经理（小程序）  20230217104812  43590567   \n",
       " 7   广州-黄埔区                  产品经理（生殖遗传方向）  20230418090828  38373161   \n",
       " 8   广州-花都区                          产品经理  20230317173639  57075805   \n",
       " 9   广州-海珠区               国企正编-产品经理（多个方向）  20230417095924  45336901   \n",
       " 10  广州-越秀区                        平台产品经理  20230306115202  56705487   \n",
       " 11      广州                          产品经理  20230203113413  43139315   \n",
       " 12  广州-黄埔区                    卡券工具平台产品经理  20230421090607  52863399   \n",
       " 13  广州-海珠区                高级产品经理（SaaS方向）  20230419163914  57948121   \n",
       " 14  广州-黄埔区                       物联网产品经理  20230302143506  54887035   \n",
       " 15  广州-黄埔区                        数据产品经理  20230222225513  43681965   \n",
       " 16      广州                          产品经理  20230207103608  43136499   \n",
       " 17  广州-白云区                          产品经理  20230208172109  55935497   \n",
       " 18  广州-天河区                      海外社交产品经理  20230207115350  42963347   \n",
       " 19  广州-越秀区                        高级产品经理  20230421081331  31880739   \n",
       " 20      广州             供需调度产品经理（正式员工，双休）  20230417150951  45308487   \n",
       " 21  广州-海珠区                    产品经理（数据方向）  20230307144345  56760207   \n",
       " 22  广州-黄埔区                产品经理/总监（外设产品类）  20220526105014  45037461   \n",
       " 23  广州-黄埔区                      高级硬件产品经理  20230302214354  54702227   \n",
       " 24      广州                        软件产品经理  20230313165317  44343025   \n",
       " 25  广州-天河区                    产品经理（智能运维）  20220817171103  48617279   \n",
       " 26  广州-黄埔区                      海外软件产品经理  20230105165953  55349967   \n",
       " 27  广州-越秀区                      智能硬件产品经理  20230421112519  55514257   \n",
       " 28      广州                 高级SSP产品经理(广州）  20230306103911  44096331   \n",
       " 29  广州-黄埔区                        硬件产品经理  20230207141148  55861769   \n",
       " 30  广州-白云区                          产品经理  20221125110759  54397063   \n",
       " 31  广州-天河区                     产品经理（信创云）  20230215100003  55721953   \n",
       " 32  广州-黄埔区                          产品经理  20230129113452  50951339   \n",
       " 33      广州                  消费者BU 软件产品经理  20230313170539  44343929   \n",
       " 34  广州-天河区                          产品经理  20230202092855  50830003   \n",
       " 35      广州                          产品经理  20230307120554  44154135   \n",
       " 36      广州                          产品经理  20230306234537  43701269   \n",
       " 37  广州-番禺区  高级产品经理（供应商关系管理方向） (MJ007490)  20230201164533  55715185   \n",
       " 38  广州-白云区                       化妆品产品经理  20230419145821  57211577   \n",
       " 39  广州-海珠区                  高级产品经理（数据方向）  20230302111225  44002645   \n",
       " \n",
       "     job.advViewFlag  ...                    recruiter.imId  \\\n",
       " 0             False  ...  7c51dc9ff303b3c9fa40e259a967f7de   \n",
       " 1             False  ...  d0d00657402f77cb070a2e65046b4551   \n",
       " 2             False  ...  8aed3fbebcb0b1ee8091cff62ebe0c74   \n",
       " 3             False  ...  ff89b19f78804a07cefc0e440455247a   \n",
       " 4             False  ...  977a2bcc26b96ea9682ac4ff34d2e39d   \n",
       " 5             False  ...  6562ab6805ed6c31063dfc1b00f6daab   \n",
       " 6             False  ...  eec5533a1fae2613d6a9d1214a39013b   \n",
       " 7             False  ...  e2f8b4e2efd9bb8697cd4b0530f9e3f9   \n",
       " 8             False  ...  8a3cfebed73e3f07c0e770cd23fcb1ad   \n",
       " 9             False  ...  75c5c70855293fdd0248b49a5f69c10f   \n",
       " 10            False  ...  a6fd1b3d013d92804ebbef01db417cf0   \n",
       " 11            False  ...  221398451fd0f06ef279285841cea99b   \n",
       " 12            False  ...  d5450b5c3c82e32b5d79fdba0a3967fa   \n",
       " 13            False  ...  5213f75cdd1080205c80d1e151e6ad15   \n",
       " 14            False  ...  bf621bee88c016ffdf514c63e89fb1b8   \n",
       " 15            False  ...  ed3a9d72f650aa7f063dfc1b00f6daab   \n",
       " 16            False  ...  73376c58705d08e0160bef405ccde8ba   \n",
       " 17            False  ...  268c0b08e79a46aa16768808f0a1623b   \n",
       " 18            False  ...  06a2c2b70f3bfd31a8576116ff288909   \n",
       " 19            False  ...  749e41b9bd49c95499c5c4fb06d115ec   \n",
       " 20            False  ...  cb6d1c94d33212cd5d887c62117912b0   \n",
       " 21            False  ...  5d53093c6ca284d9845dc9ef4553eecd   \n",
       " 22            False  ...  8d1c33d9ac6fd08bc94f4d0c9b7b96ae   \n",
       " 23            False  ...  3c1c20f5b4bffef399eeb040770b0b48   \n",
       " 24            False  ...  af37bfdd722c8840cb203885796dc433   \n",
       " 25            False  ...  2f31fc3258199c1fc1bd2b3e9fec8144   \n",
       " 26            False  ...  f64455285ce71281862955016a79cef0   \n",
       " 27            False  ...  9065c7e4edc953cbd8083254db29b13a   \n",
       " 28            False  ...  94b1b40b30e4fb4f01ab80e4a8b96567   \n",
       " 29            False  ...  fbded3e1dc4ba9602599e94af0746e13   \n",
       " 30            False  ...  f92494161aa795cce474946c099a7055   \n",
       " 31            False  ...  2c38a60716d0cc32160bef405ccde8ba   \n",
       " 32            False  ...  622150fec605e72597cd4b0530f9e3f9   \n",
       " 33            False  ...  af37bfdd722c8840cb203885796dc433   \n",
       " 34            False  ...  cf6451ff4774f9b657fc5606f317ba92   \n",
       " 35            False  ...  eb38ee27477b3a57c6974481676d4b89   \n",
       " 36            False  ...  410c5ac5dd12d55005cd690f9a5023eb   \n",
       " 37            False  ...  7c51dc9ff303b3c9fa40e259a967f7de   \n",
       " 38            False  ...  b76dfaf832e4c031548179b4a860b4bd   \n",
       " 39            False  ...  592be4f90046e8c0befa578784e31c32   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0                     2   5f8f9863f6d1ab58476f246a08u.jpg    5000-10000人   \n",
       " 1                     2   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 2                     2   5f8f986779c7cc70efbf36c008u.jpg     1000-2000人   \n",
       " 3                     2   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人   \n",
       " 4                     2   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 5                     2  636899c231cd614a2518fd6603u.jpeg     2000-5000人   \n",
       " 6                     2   5de090e8cd52473b94e4e86303u.jpg     2000-5000人   \n",
       " 7                     2   56f20b9645ce40c53ba2d18f04a.jpg     1000-2000人   \n",
       " 8                     2   5ca47b93509919fa0ea15bee05u.png       500-999人   \n",
       " 9                     2   612ed3919642e05302411bb507u.png       100-499人   \n",
       " 10                    2   640086baf6f3654cff904d3f01u.png       100-499人   \n",
       " 11                    2  635fb430934ba7679d8eb3f507u.jpeg         50-99人   \n",
       " 12                    2   5f8f986779c7cc70efbf36c008u.jpg       100-499人   \n",
       " 13                    2   5f8f9865ea60860b75384fa508u.jpg     2000-5000人   \n",
       " 14                    2   637db012e07cec465f128f8e03u.png          1-49人   \n",
       " 15                    2   62110c2629929b1124c7d79407u.png                  \n",
       " 16                    2   5fa3c7fbb89567441f05f58a04u.jpg          1-49人   \n",
       " 17                    2   5f8f9866dfb13a7dee342f1808u.jpg    5000-10000人   \n",
       " 18                    2   62d116eb387847296928161b02u.jpg         50-99人   \n",
       " 19                    2   5f8f98698dbe6273dcf8516008u.jpg       100-499人   \n",
       " 20                    2   61b17baba2e0b703a8cdb34603u.jpg       100-499人   \n",
       " 21                    2   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 22                    2   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 23                    2   5779d5a645ce3fd9faec0cb504a.png       500-999人   \n",
       " 24                    2   5f8fa3bdea60860b75385c7e08u.png    5000-10000人   \n",
       " 25                    2   6077e81be5939e5a310d335c07u.png     2000-5000人   \n",
       " 26                    2   62c657b2ad70b80578f2734607u.png    5000-10000人   \n",
       " 27                    2   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 28                    2   6062985da2f7110a6a3419d506u.png       500-999人   \n",
       " 29                    2   5f8f98698dbe6273dcf8516008u.jpg    5000-10000人   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg         50-99人   \n",
       " 31                    2   5f8f986aea60860b75384fab08u.jpg       500-999人   \n",
       " 32                    2   5f8f9866dfb13a7dee342f1808u.jpg       100-499人   \n",
       " 33                    2   5f8fa3bdea60860b75385c7e08u.png    5000-10000人   \n",
       " 34                    2   5f8f9863f6d1ab58476f246a08u.jpg          1-49人   \n",
       " 35                    2   5f8fa3a9dfb13a7dee343d4808u.png       500-999人   \n",
       " 36                    2   6033b26c52d76a52a8cb20e403u.jpg          1-49人   \n",
       " 37                    2   5f8f9863f6d1ab58476f246a08u.jpg    5000-10000人   \n",
       " 38                    2   5f8f9866dfb13a7dee342f1808u.jpg       500-999人   \n",
       " 39                    2   60828d853297372dbcb30be905u.png       100-499人   \n",
       " \n",
       "                       comp.compLogo comp.compId         comp.compName  \\\n",
       " 0   5c64c511261c45f22d50d39303u.png   8706847.0                 SHEIN   \n",
       " 1   5bfea16874719d2aa34c270803a.png   9656617.0      上海杉欣科技发展(集团)有限公司   \n",
       " 2   639937af821c6d513110e83301u.png   8836020.0                  探迹科技   \n",
       " 3   5bfe95c674719df0ac98e51303a.png   7854025.0                  视源股份   \n",
       " 4   62d50c3bdc978305072afa5701u.png  13024453.0                  技象科技   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         NaN              知名港资快消集团   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN       某国内大型食品/饮料/酒水公司   \n",
       " 7   5bfe9ea874719d2aa34b9e3b03a.png   2367398.0                  云康集团   \n",
       " 8   61b07937d0458d53c627567e02u.jpg   8947928.0      英联斯特(广州)餐饮设备有限公司   \n",
       " 9   60e2fe0bf3df194a3c48adb502u.png         NaN             某广州IT服务公司   \n",
       " 10  63f34ab65598256d3e6f627305u.png  12461869.0          广州蜚美网络技术有限公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN             某广州医疗器械公司   \n",
       " 12  5de4de98cd52473b94ead5d507u.jpg  10269839.0              蚁米控股有限公司   \n",
       " 13  5bfe9e1674719d2aa34b815c03a.png   8119209.0             天翼云科技有限公司   \n",
       " 14  60f9404e8788b228ca861cec06u.png  12501041.0                  核桃能源   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png         NaN             某专业技术服务公司   \n",
       " 16  60e2fe0bf3df194a3c48adb502u.png         NaN           高速发展互联网软件公司   \n",
       " 17  63a2a909b022af187d034ead05u.png  13306809.0       广州华银康医疗集团股份有限公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         NaN              某广州互联网公司   \n",
       " 19  5ffbc87587d25544137056ef08u.png   1547151.0                  奥凯信息   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         NaN              某知名互联网公司   \n",
       " 21  61b07937d0458d53c627567e02u.jpg  13230567.0        冠德数智科技(广州)有限公司   \n",
       " 22  58d89a7e7032b4d497b19b5c05a.png   8954336.0         广州市森锐科技股份有限公司   \n",
       " 23  5eb647f24ff090104e46357203u.jpg   8774273.0             黑格智能 黑格科技   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN          某广州计算机软件上市公司   \n",
       " 25  5bfea4ec74719d2aa34cd0ba03a.png   2115085.0          佳都科技集团股份有限公司   \n",
       " 26  5bfe95c674719df0ac98e51303a.png   7854025.0                  视源股份   \n",
       " 27  61078f5bf47bf708a93fb33e03u.png  12839463.0                  拿火音乐   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN            国内某知名互联网公司   \n",
       " 29  5bfe95c674719df0ac98e51303a.png   7854025.0                  视源股份   \n",
       " 30  61b07937d0458d53c627567e02u.jpg  13358969.0         广州市友橙信息科技有限公司   \n",
       " 31  600fa7ae9aab4720890f690907u.jpg   8971021.0                  品高软件   \n",
       " 32  62d690de9acacb229a69878401u.png   1688048.0                  迈普医学   \n",
       " 33  60e2fe0bf3df194a3c48adb502u.png         NaN          某广州计算机软件上市公司   \n",
       " 34  61b07937d0458d53c627567e02u.jpg  13187101.0  新生命大健康医疗管理(广东)股份有限公司   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN          某广州大型计算机软件公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN                某互联网公司   \n",
       " 37  5c64c511261c45f22d50d39303u.png   8706847.0                 SHEIN   \n",
       " 38  61b07937d0458d53c627567e02u.jpg  12657951.0           河南梦尔达科技有限公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png         NaN             某广州IT服务公司   \n",
       " \n",
       "     comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0                 互联网   https://www.liepin.com/company/8706847/            NaN  \n",
       " 1                 互联网   https://www.liepin.com/company/9656617/            NaN  \n",
       " 2                 互联网   https://www.liepin.com/company/8836020/             B轮  \n",
       " 3               计算机软件   https://www.liepin.com/company/7854025/         沪深A股上市  \n",
       " 4         电子/半导体/集成电路  https://www.liepin.com/company/13024453/             B轮  \n",
       " 5            食品/饮料/日化                                                    融资未公开  \n",
       " 6            食品/饮料/酒水                                                    融资未公开  \n",
       " 7                医疗机构   https://www.liepin.com/company/2367398/            NaN  \n",
       " 8               机械/设备   https://www.liepin.com/company/8947928/            NaN  \n",
       " 9                IT服务                                                      NaN  \n",
       " 10                互联网  https://www.liepin.com/company/12461869/             B轮  \n",
       " 11               医疗器械                                                       A轮  \n",
       " 12                区块链  https://www.liepin.com/company/10269839/            NaN  \n",
       " 13                互联网   https://www.liepin.com/company/8119209/             其他  \n",
       " 14               智能硬件  https://www.liepin.com/company/12501041/            天使轮  \n",
       " 15             专业技术服务                                                      NaN  \n",
       " 16               电子商务                                                      NaN  \n",
       " 17               医疗机构  https://www.liepin.com/company/13306809/            NaN  \n",
       " 18            在线社交/媒体                                                    不需要融资  \n",
       " 19              计算机软件   https://www.liepin.com/company/1547151/            NaN  \n",
       " 20             互联网/电商                                                    融资未公开  \n",
       " 21                互联网  https://www.liepin.com/company/13230567/            NaN  \n",
       " 22              计算机软件   https://www.liepin.com/company/8954336/          新三板上市  \n",
       " 23              机械/设备   https://www.liepin.com/company/8774273/             B轮  \n",
       " 24              计算机软件                                                      已上市  \n",
       " 25              计算机软件   https://www.liepin.com/company/2115085/         沪深A股上市  \n",
       " 26              计算机软件   https://www.liepin.com/company/7854025/         沪深A股上市  \n",
       " 27             科技推广服务  https://www.liepin.com/company/12839463/             B轮  \n",
       " 28             互联网/电商                                                     战略融资  \n",
       " 29              计算机软件   https://www.liepin.com/company/7854025/         沪深A股上市  \n",
       " 30               电子商务  https://www.liepin.com/company/13358969/            NaN  \n",
       " 31              计算机软件   https://www.liepin.com/company/8971021/          科创板上市  \n",
       " 32               医疗器械   https://www.liepin.com/company/1688048/          创业板上市  \n",
       " 33              计算机软件                                                      已上市  \n",
       " 34              批发/零售  https://www.liepin.com/company/13187101/            NaN  \n",
       " 35              计算机软件                                                    融资未公开  \n",
       " 36        电子/半导体/集成电路                                                      NaN  \n",
       " 37                互联网   https://www.liepin.com/company/8706847/            NaN  \n",
       " 38               电子商务  https://www.liepin.com/company/12657951/            NaN  \n",
       " 39               IT服务                                                      NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"a229ded330809eec621eabff01ba84a0\",\"...   \n",
       " 1   {\"userId\":\"cdb34a4a3005a81f03ec30b7fbb4a06f\",\"...   \n",
       " 2   {\"userId\":\"cb91274e0f2e9af2796fa9607af1cf66\",\"...   \n",
       " 3   {\"userId\":\"7ca01b902524b453da6473190fc5ed87\",\"...   \n",
       " 4   {\"userId\":\"acc9d30de1a436aa221f4d01ba098b67\",\"...   \n",
       " 5   {\"userId\":\"497a0534e8825ba04e83222992db9db2\",\"...   \n",
       " 6   {\"userId\":\"7e7673ee50bbbb6148b5a4eb53545018\",\"...   \n",
       " 7   {\"userId\":\"c64134acb2c08689c99c39e5b2a53c9d\",\"...   \n",
       " 8   {\"userId\":\"88993656529933452143c9edad7774c9\",\"...   \n",
       " 9   {\"userId\":\"3871a3981d611416e2206fed61d772af\",\"...   \n",
       " 10  {\"userId\":\"8450a3abfcf4f960065f5ab0aa1491cf\",\"...   \n",
       " 11  {\"userId\":\"72dcb73dc70f5ba577f5ba02f7af72b1\",\"...   \n",
       " 12  {\"userId\":\"dbdb446e208a489a493942c912c70b1d\",\"...   \n",
       " 13  {\"userId\":\"9c9aff8e482ce294faee36a3c01bbda0\",\"...   \n",
       " 14  {\"userId\":\"5952dae9e15ab2bce68affdcad21fe4c\",\"...   \n",
       " 15  {\"userId\":\"a229ded330809eec621eabff01ba84a0\",\"...   \n",
       " 16  {\"userId\":\"49444df514c06b44af1b984cd5ecffb7\",\"...   \n",
       " 17  {\"userId\":\"b65d446c3353fc60f7aac70d16a9f169\",\"...   \n",
       " 18  {\"userId\":\"1b45d1e7748f010fcdd85d92c851c486\",\"...   \n",
       " 19  {\"userId\":\"b72db97a93ec083f4e574c9d5ac7a95b\",\"...   \n",
       " 20  {\"userId\":\"20bde7bb5f7733c1ded806a267b805ad\",\"...   \n",
       " 21  {\"userId\":\"a37b8dbfd6a34073a0cf54b0ae4428d9\",\"...   \n",
       " 22  {\"userId\":\"19d698ad726e82c6f6d4d4c65fa3a9b4\",\"...   \n",
       " 23  {\"userId\":\"58fdfcd13ef217f69e941dee899bd050\",\"...   \n",
       " 24  {\"userId\":\"1511e5877c50f7d9a533769e2d6ec48f\",\"...   \n",
       " 25  {\"userId\":\"f575e67c0c3d1d8db38803165db5818e\",\"...   \n",
       " 26  {\"userId\":\"f251d4583e7f942fdeba783d5db17d5e\",\"...   \n",
       " 27  {\"userId\":\"eed7eeef6a7d887450619165d6e73a35\",\"...   \n",
       " 28  {\"userId\":\"033d21a5373abba68f2c0c170dd42c1f\",\"...   \n",
       " 29  {\"userId\":\"c214fcc355a77c91a39a14b2b1476854\",\"...   \n",
       " 30  {\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...   \n",
       " 31  {\"userId\":\"effae5376705298400ded08a86a19e40\",\"...   \n",
       " 32  {\"userId\":\"c877d20a3c43e6ae7af2cf6eef8bd515\",\"...   \n",
       " 33  {\"userId\":\"f4f9e16968cba984143977730076ad55\",\"...   \n",
       " 34  {\"userId\":\"c3e44d8f6895249eeedec0b245c4425a\",\"...   \n",
       " 35  {\"userId\":\"c0cb92ee125f9bafd26100f1428e48cb\",\"...   \n",
       " 36  {\"userId\":\"f8631fb7e591d4c91ae05c98351824f1\",\"...   \n",
       " 37  {\"userId\":\"c468f1555021dfac1247d315c97c3722\",\"...   \n",
       " 38  {\"userId\":\"ec9218078fe56078643873581a669533\",\"...   \n",
       " 39  {\"userId\":\"eff0c8fb34af0070cededdf5ee596cec\",\"...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                                        [产品规划, 产品设计]           1      25-50k   \n",
       " 1    [工具产品, 产品设计, 需求管理, 需求分析, 原型设计, 流程设计, 需求确认, 团队管理]           2      10-20k   \n",
       " 2                [OA产品, 汽车行业, 产品规划, 竞品分析, 需求管理, 用户研究]           1      20-35k   \n",
       " 3                      [数据产品, 中台产品, 数据分析, 产品规划, 产品设计]           1      20-21k   \n",
       " 4                                                  []           2  25-50k·14薪   \n",
       " 5                          [SaaS产品, 中台产品, 电子商务, to B]           2  12-18k·14薪   \n",
       " 6                      [产品设计, 数据分析, 架构设计, b端产品, c端产品]           2      20-30k   \n",
       " 7                                                  []           2      15-25k   \n",
       " 8   [数据产品, OA产品, 定价/竞价产品, 平台产品, 策略产品, 产品规划, 用户研究, ...           1  25-40k·13薪   \n",
       " 9                                         [海外产品, 显示屏]           2  25-45k·13薪   \n",
       " 10                   [需求分析, 产品设计, Axure, 计算机软件, to G]           2      10-15k   \n",
       " 11  [数据产品, 工具产品, 医疗行业, to B, to G, 产品设计, 用户研究, 产品优...           2      13-21k   \n",
       " 12                                                 []           2  15-25k·13薪   \n",
       " 13   [推荐产品, 后台产品, 需求调研, 市场调研, 用户研究, 流程设计, 产品设计, 数据分析]           2      20-25k   \n",
       " 14                                                 []           2      11-20k   \n",
       " 15  [数据产品, 计算机软件, 教育行业, IT互联网, 化学化工, 用户研究, 产品设计, 产...           1      25-50k   \n",
       " 16  [人工智能, 交通/运输/物流, 智能硬件, 房地产行业, 产品设计, 产品规划, Axur...           2      18-30k   \n",
       " 17                            [服务器产品, 存储产品, 计算产品, 鲲鹏]           2      20-40k   \n",
       " 18  [客户端产品, 数据产品, CRM产品, CRM系统, to C, 用户研究, 产品设计, ...           2      12-15k   \n",
       " 19  [AI人工智能产品, 数据产品, 平台产品, 人工智能, 云计算, 产品设计, 竞品分析, ...           2      18-28k   \n",
       " 20                                      [visio, 需求分析]           2  15-25k·16薪   \n",
       " 21  [画像产品, 硬件产品, 策略产品, 计算机软件, 教育行业, 智能硬件, 硬件系统集成, ...           2      18-35k   \n",
       " 22                           [数据产品, 平台产品, 产品设计, 产品规划]           2      15-30k   \n",
       " 23  [汽车行业, IT互联网, 用户研究, 产品设计, 需求挖掘, 流程设计, 竞品分析, 产品规划]           2      13-26k   \n",
       " 24  [硬件产品, 商业产品, 策略产品, 硬件系统集成, 用户研究, 产品规划, 市场调研, 竞...           1      21-30k   \n",
       " 25  [数据产品, 平台产品, 工具产品, 人工智能, 产品设计, Axure, Visio, 流...           2      20-40k   \n",
       " 26  [商业产品, 数据产品, 策略产品, 内容产品, 工具产品, to C, 产品优化, 产品设...           2  22-35k·14薪   \n",
       " 27                                             [数据分析]           2  15-20k·14薪   \n",
       " 28                    [IT互联网, 用户研究, 产品规划, 需求挖掘, 需求分析]           2      20-30k   \n",
       " 29                 [数据产品, 数据分析, AI产品, 沟通协调, 新零售, 快消品]           2  16-27k·13薪   \n",
       " 30  [平台产品, to C, to B, 智慧城市, IT互联网, 电子商务, 原型设计, 用户...           2      20-30k   \n",
       " 31  [社区产品, 客户端产品, 内容产品, IT互联网, 教育行业, 产品设计, 用户研究, 需...           2      14-22k   \n",
       " 32                                                 []           2  12-23k·13薪   \n",
       " 33                  [axure, visio, xmind, 数据分析, 产品设计]           2  15-20k·13薪   \n",
       " 34                                                 []           2      12-20k   \n",
       " 35  [数据产品, 医疗行业, 用户研究, 产品设计, 产品规划, 产品优化, 竞品分析, 团队管...           2      20-45k   \n",
       " 36   [医疗行业, 医院, IT互联网, 产品优化, 产品设计, 小程序产品, 用户研究, 团队管理]           2  30-40k·14薪   \n",
       " 37                                                 []           2      12-18k   \n",
       " 38                                     [saas产品, 5G行业]           2  11-20k·18薪   \n",
       " 39        [供应链产品, to B, 产品规划, 需求分析, 市场调研, 用户研究, 流程设计]           2      12-18k   \n",
       " \n",
       "     job.dq            job.title job.refreshTime job.jobId  job.advViewFlag  \\\n",
       " 0       广州    软件产品经理（个人办公PC端产品）  20230214180036  43492813            False   \n",
       " 1   广州-天河区           云网产品经理（部门）  20230417164705  54623353            False   \n",
       " 2       广州                 产品经理  20230209162522  43346169            False   \n",
       " 3   广州-海珠区               高级产品经理  20230316110231  44455697            False   \n",
       " 4   广州-黄埔区               芯片产品经理  20230421092126  52685649            False   \n",
       " 5   广州-番禺区               数据产品经理  20220208165833  46804031            False   \n",
       " 6       广州                 产品经理  20220512141046  38169447            False   \n",
       " 7   广州-黄埔区               医药产品经理  20221108101050  53653289            False   \n",
       " 8       广州               高级产品经理  20230302143637  44014081            False   \n",
       " 9   广州-黄埔区             海外软件产品经理  20230215195742  56151457            False   \n",
       " 10  广州-天河区           产品经理（自然资源）  20230315103100  56979553            False   \n",
       " 11      广州             产品经理（广州）  20220616095448  50424453            False   \n",
       " 12  广州-黄埔区               硬件产品经理  20220916114339  49526741            False   \n",
       " 13      广州                 产品经理  20221123175819  54342267            False   \n",
       " 14  广州-天河区                 产品经理  20201124103301  17540329            False   \n",
       " 15      广州         软件产品经理（实验实训）  20230214180236  43492919            False   \n",
       " 16      广州           产品经理（智能运维）  20221118104256  54086865            False   \n",
       " 17  广州-黄埔区          服务器产品经理（信创）  20230420135210  51887001            False   \n",
       " 18  广州-天河区             产品经理（双休）  20230213135238  52932415            False   \n",
       " 19  广州-番禺区             AI应用产品经理  20230421101028  49085431            False   \n",
       " 20      广州               G端产品经理  20200812165735  30555889            False   \n",
       " 21  广州-黄埔区               软件产品经理  20221010092141  53005691            False   \n",
       " 22  广州-天河区            产品经理（大数据）  20230215095946  55722059            False   \n",
       " 23  广州-天河区                 产品经理  20220420111132  49060325            False   \n",
       " 24      广州                 产品经理  20230417150257  45356917            False   \n",
       " 25  广州-海珠区       数据产品经理(J12511)  20230307215532  56688919            False   \n",
       " 26  广州-番禺区            APP高级产品经理  20230301163217  56605719            False   \n",
       " 27  广州-天河区            产品经理（电视类）  20230420154019  41884457            False   \n",
       " 28  广州-天河区            工业物联网产品经理  20221215115121  46260943            False   \n",
       " 29  广州-越秀区         数据产品经理（AI方向）  20230215120127  56125789            False   \n",
       " 30  广州-越秀区  产品经理/ 高级产品经理（光伏新能源）  20230329154613  50408627            False   \n",
       " 31  广州-天河区               社区产品经理  20230330194151  57440465            False   \n",
       " 32  广州-黄埔区               硬件产品经理  20230411103546  57687759            False   \n",
       " 33      广州                 产品经理  20201228093652  34316201            False   \n",
       " 34      广州       电商产品经理(J10169)  20221130173852  54762143            False   \n",
       " 35  广州-黄埔区               高级产品经理  20220819172140  50356735            False   \n",
       " 36  广州-海珠区         慢病产品高级经理-14薪  20221123085248  53810291            False   \n",
       " 37  广州-天河区               金融产品经理  20230418112150  57890287            False   \n",
       " 38  广州-海珠区             5G边缘产品经理  20211123095606  45078211            False   \n",
       " 39  广州-海珠区          系统产品经理（供应链）  20220125114859  46629023            False   \n",
       " \n",
       "     ...          recruiter.recruiterPhoto comp.compScale comp.compStage  \\\n",
       " 0   ...  63ae8d3f3dd529147ce1356a05u.jpeg    5000-10000人            已上市   \n",
       " 1   ...   5f8f986bdfb13a7dee342f2108u.jpg     1000-2000人            NaN   \n",
       " 2   ...   60d2a66be51e5565e26fc21a05u.jpg    5000-10000人            已上市   \n",
       " 3   ...   63772f94de1dc33c829e6d2003u.png       100-499人            NaN   \n",
       " 4   ...   5f8f986779c7cc70efbf36c008u.jpg          1-49人            NaN   \n",
       " 5   ...   5f8f98648dbe6273dcf8515508u.jpg     1000-2000人             B轮   \n",
       " 6   ...   5f8f986c79c7cc70efbf36c808u.jpg       100-499人          融资未公开   \n",
       " 7   ...   5f8f986779c7cc70efbf36c008u.jpg          1-49人            NaN   \n",
       " 8   ...  628ccc456375072a233794cc02u.jpeg    5000-10000人            已上市   \n",
       " 9   ...   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人         沪深A股上市   \n",
       " 10  ...   5f8f98648dbe6273dcf8515508u.jpg       100-499人            NaN   \n",
       " 11  ...   5f8f98648dbe6273dcf8515508u.jpg         50-99人            NaN   \n",
       " 12  ...   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人         沪深A股上市   \n",
       " 13  ...   60bd8d8d73cbfd54b40bd16205u.png       500-999人             B轮   \n",
       " 14  ...   5f8f9863f6d1ab58476f246a08u.jpg          1-49人            NaN   \n",
       " 15  ...  63ae8d3f3dd529147ce1356a05u.jpeg    5000-10000人            已上市   \n",
       " 16  ...   61e4df9cf0edab7319c545d305u.png     2000-5000人         沪深A股上市   \n",
       " 17  ...   642f3ee6f5920c64a9d0e59903u.png       100-499人            NaN   \n",
       " 18  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人            NaN   \n",
       " 19  ...   617ba78eba38366b25cd6ba907u.jpg    5000-10000人            NaN   \n",
       " 20  ...   5f8f986aea60860b75384fab08u.jpg     2000-5000人            NaN   \n",
       " 21  ...   5f8f986779c7cc70efbf36c008u.jpg     2000-5000人           战略投资   \n",
       " 22  ...   5f8f986aea60860b75384fab08u.jpg       500-999人          科创板上市   \n",
       " 23  ...   5f8f986779c7cc70efbf36c008u.jpg         50-99人          融资未公开   \n",
       " 24  ...   5cb8118a501544662c21d3d608u.png       500-999人          融资未公开   \n",
       " 25  ...   5f8f986779c7cc70efbf36c008u.jpg     1000-2000人             C轮   \n",
       " 26  ...   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人             B轮   \n",
       " 27  ...   5f8f98698dbe6273dcf8516008u.jpg       10000人以上           港股上市   \n",
       " 28  ...   5f8f9865ea60860b75384fa508u.jpg         50-99人             A轮   \n",
       " 29  ...   5cd38ed0501544662c6bf52701u.png       10000人以上            NaN   \n",
       " 30  ...   5f8f9865ea60860b75384fa508u.jpg       100-499人          融资未公开   \n",
       " 31  ...   60f0003298b713721ed3e29105u.png       500-999人             B轮   \n",
       " 32  ...   6308c09de8bc87002b7a6ec908u.png       500-999人            NaN   \n",
       " 33  ...   5f8f9865ea60860b75384fa508u.jpg     2000-5000人           美股上市   \n",
       " 34  ...   5f8f986779c7cc70efbf36c008u.jpg    5000-10000人             B轮   \n",
       " 35  ...   5f8f9868f6d1ab58476f24a008u.jpg       100-499人          融资未公开   \n",
       " 36  ...   5f8f986c79c7cc70efbf36c808u.jpg       10000人以上         沪深A股上市   \n",
       " 37  ...   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人            NaN   \n",
       " 38  ...   5f8f986aea60860b75384fab08u.jpg     1000-2000人            NaN   \n",
       " 39  ...   5f8f9865ea60860b75384fa508u.jpg     2000-5000人             D轮   \n",
       " \n",
       "                       comp.compLogo       comp.compName  comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件上市公司              计算机软件   \n",
       " 1   5bfe978474719df0ac993ea303a.png  中讯邮电咨询设计院有限公司广东分公司               通信设备   \n",
       " 2   60e2fe0bf3df194a3c48adb502u.png             某知名上市公司              计算机软件   \n",
       " 3   60e2fe0bf3df194a3c48adb502u.png           某广州IT服务公司               IT服务   \n",
       " 4   61b07937d0458d53c627567e02u.jpg          横琴弄潮科技有限公司              计算机软件   \n",
       " 5   639937af821c6d513110e83301u.png                探迹科技                互联网   \n",
       " 6   5da0315c0c1585184590e01108u.png        广州冠鹏信息技术有限公司                互联网   \n",
       " 7   60e2948ba69f583f3baa896907u.png                珠海清源             人力资源服务   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png             某知名上市公司              计算机软件   \n",
       " 9   5bfe95c674719df0ac98e51303a.png                视源股份              计算机软件   \n",
       " 10  611096d49e7e8d2cdcdbc48f06u.png        广州南方智能技术有限公司              计算机软件   \n",
       " 11  61b07937d0458d53c627567e02u.jpg        深圳温暖四季科技有限公司              计算机软件   \n",
       " 12  5bfe95c674719df0ac98e51303a.png                视源股份              计算机软件   \n",
       " 13  5c2dd4d5570cb1037dc5f1b606u.png                  千聊            在线社交/媒体   \n",
       " 14  5c667b0b509919607f78356703u.jpg              骆驼股权投资           基金/证券/期货   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png        某广州计算机软件上市公司              计算机软件   \n",
       " 16  5bfea4ec74719d2aa34cd0ba03a.png        佳都科技集团股份有限公司              计算机软件   \n",
       " 17  5bfe9dfb74719d2aa34b7c4703a.png              广电五舟科技              计算机硬件   \n",
       " 18  6336b8f04dcf895d5bcd412806u.png              九州国际会展           广告/公关/会展   \n",
       " 19  5b7d04f48e5016e5665c193104a.jpg       浩鲸云计算科技股份有限公司              计算机软件   \n",
       " 20  635f3558bc4bee6f5c71877b04u.png                数字广东                互联网   \n",
       " 21  5948f6cf70320c7ee1a312fc04a.jpg                  希沃                互联网   \n",
       " 22  600fa7ae9aab4720890f690907u.jpg                品高软件              计算机软件   \n",
       " 23  5bfe9eef74719d2aa34babd503a.png       北京金溪欣网络科技有限公司                互联网   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png        某广州大型计算机软件公司              计算机软件   \n",
       " 25  5cf46371501544662c8b451c07u.png                树根互联               人工智能   \n",
       " 26  639937af821c6d513110e83301u.png                探迹科技                互联网   \n",
       " 27  6063eaae381b283e0ab09cfb05u.png                  小米                互联网   \n",
       " 28  5c790171509919c4f509e4d805u.png               兰泰胜科技        电子/半导体/集成电路   \n",
       " 29  6412cb638b791015aae7df6806u.png               屈臣氏中国              批发/零售   \n",
       " 30  6094e88edf45a46a965afffc07u.png                中视信息              计算机软件   \n",
       " 31  5c2dd4d5570cb1037dc5f1b606u.png                  千聊            在线社交/媒体   \n",
       " 32  619eec711aa74f23de4804bb06u.png                健新科技              计算机软件   \n",
       " 33  5c47d74e5099199d0887106605u.jpg            泛华金融服务集团               其他金融   \n",
       " 34  62eb718e29badd322a14498d03u.png            LINSY 林氏               电子商务   \n",
       " 35  612475a9cdb2401d01aa69e007u.png      广州天锐医健信息科技有限公司              计算机软件   \n",
       " 36  5bfea50674719d2aa34cd5f403a.png               大参林集团                 制药   \n",
       " 37  5bfe95fe74719df0ac98efd203a.png    中国光大银行股份有限公司广州分行                 银行   \n",
       " 38  6030a6c1701c060c94ace27002u.png     联通(广东)产业互联网有限公司                互联网   \n",
       " 39  60096cb986ddfd21f7c973d408u.png                致景科技               电子商务   \n",
       " \n",
       "                                    comp.link job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                        NaN             NaN   \n",
       " 1    https://www.liepin.com/company/8382009/                                   \n",
       " 2                                                        NaN             NaN   \n",
       " 3                                                        NaN             NaN   \n",
       " 4   https://www.liepin.com/company/10171513/                                   \n",
       " 5    https://www.liepin.com/company/8836020/                                   \n",
       " 6    https://www.liepin.com/company/7978911/                                   \n",
       " 7   https://www.liepin.com/company/12759359/                                   \n",
       " 8                                                        NaN             NaN   \n",
       " 9    https://www.liepin.com/company/7854025/                                   \n",
       " 10   https://www.liepin.com/company/9645713/                                   \n",
       " 11  https://www.liepin.com/company/13243767/                                   \n",
       " 12   https://www.liepin.com/company/7854025/                                   \n",
       " 13   https://www.liepin.com/company/8975743/                                   \n",
       " 14   https://www.liepin.com/company/9534454/                                   \n",
       " 15                                                       NaN             NaN   \n",
       " 16   https://www.liepin.com/company/2115085/                                   \n",
       " 17   https://www.liepin.com/company/7932895/                                   \n",
       " 18  https://www.liepin.com/company/13320911/                                   \n",
       " 19   https://www.liepin.com/company/7939633/                                   \n",
       " 20   https://www.liepin.com/company/9541320/                                   \n",
       " 21   https://www.liepin.com/company/8955108/                                   \n",
       " 22   https://www.liepin.com/company/8971021/                                   \n",
       " 23   https://www.liepin.com/company/8781900/                                   \n",
       " 24                                                       NaN             NaN   \n",
       " 25   https://www.liepin.com/company/9393699/                                   \n",
       " 26   https://www.liepin.com/company/8836020/                                   \n",
       " 27   https://www.liepin.com/company/2174886/                                   \n",
       " 28   https://www.liepin.com/company/9891343/                                   \n",
       " 29   https://www.liepin.com/company/8278552/                                   \n",
       " 30  https://www.liepin.com/company/12274147/                                   \n",
       " 31   https://www.liepin.com/company/8975743/                                   \n",
       " 32   https://www.liepin.com/company/8838245/                                   \n",
       " 33   https://www.liepin.com/company/1107771/                                   \n",
       " 34   https://www.liepin.com/company/8134400/                                   \n",
       " 35  https://www.liepin.com/company/10015495/                                   \n",
       " 36   https://www.liepin.com/company/1620248/                                   \n",
       " 37   https://www.liepin.com/company/8521820/                                   \n",
       " 38   https://www.liepin.com/company/9095103/                                   \n",
       " 39   https://www.liepin.com/company/8448877/                                   \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    8382009.0  \n",
       " 2          NaN  \n",
       " 3          NaN  \n",
       " 4   10171513.0  \n",
       " 5    8836020.0  \n",
       " 6    7978911.0  \n",
       " 7   12759359.0  \n",
       " 8          NaN  \n",
       " 9    7854025.0  \n",
       " 10   9645713.0  \n",
       " 11  13243767.0  \n",
       " 12   7854025.0  \n",
       " 13   8975743.0  \n",
       " 14   9534454.0  \n",
       " 15         NaN  \n",
       " 16   2115085.0  \n",
       " 17   7932895.0  \n",
       " 18  13320911.0  \n",
       " 19   7939633.0  \n",
       " 20   9541320.0  \n",
       " 21   8955108.0  \n",
       " 22   8971021.0  \n",
       " 23   8781900.0  \n",
       " 24         NaN  \n",
       " 25   9393699.0  \n",
       " 26   8836020.0  \n",
       " 27   2174886.0  \n",
       " 28   9891343.0  \n",
       " 29   8278552.0  \n",
       " 30  12274147.0  \n",
       " 31   8975743.0  \n",
       " 32   8838245.0  \n",
       " 33   1107771.0  \n",
       " 34   8134400.0  \n",
       " 35  10015495.0  \n",
       " 36   1620248.0  \n",
       " 37   8521820.0  \n",
       " 38   9095103.0  \n",
       " 39   8448877.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"梁女士\",\"jobId\":\"43681559\",\"imI...   \n",
       " 1   {\"recruiterName\":\"李女士\",\"jobId\":\"45053057\",\"imI...   \n",
       " 2   {\"recruiterName\":\"曹先生\",\"jobId\":\"45394213\",\"imI...   \n",
       " 3   {\"recruiterName\":\"黄女士\",\"jobId\":\"53700819\",\"imI...   \n",
       " 4   {\"recruiterName\":\"蔡女士\",\"jobId\":\"54195227\",\"imI...   \n",
       " 5   {\"recruiterName\":\"李女士\",\"jobId\":\"43886753\",\"imI...   \n",
       " 6   {\"recruiterName\":\"关女士\",\"jobId\":\"57956263\",\"imI...   \n",
       " 7   {\"recruiterName\":\"李女士\",\"jobId\":\"47300055\",\"imI...   \n",
       " 8   {\"recruiterName\":\"刘女士\",\"jobId\":\"41776521\",\"imI...   \n",
       " 9   {\"recruiterName\":\"苗女士\",\"jobId\":\"45368175\",\"imI...   \n",
       " 10  {\"recruiterName\":\"彭女士\",\"jobId\":\"49579951\",\"imI...   \n",
       " 11  {\"recruiterName\":\"贺女士\",\"jobId\":\"52388413\",\"imI...   \n",
       " 12  {\"recruiterName\":\"胡女士\",\"jobId\":\"45117801\",\"imI...   \n",
       " 13  {\"recruiterName\":\"李女士\",\"jobId\":\"53350089\",\"imI...   \n",
       " 14  {\"recruiterName\":\"李女士\",\"jobId\":\"49515667\",\"imI...   \n",
       " 15  {\"recruiterName\":\"吕女士\",\"jobId\":\"43727537\",\"imI...   \n",
       " 16  {\"recruiterName\":\"杨女士\",\"jobId\":\"44319455\",\"imI...   \n",
       " 17  {\"recruiterName\":\"容女士\",\"jobId\":\"48730127\",\"imI...   \n",
       " 18  {\"recruiterName\":\"梁先生\",\"jobId\":\"44465543\",\"imI...   \n",
       " 19  {\"recruiterName\":\"屈先生\",\"jobId\":\"54579607\",\"imI...   \n",
       " 20  {\"recruiterName\":\"余先生\",\"jobId\":\"56828485\",\"imI...   \n",
       " 21  {\"recruiterName\":\"邱女士\",\"jobId\":\"54086549\",\"imI...   \n",
       " 22  {\"recruiterName\":\"贺女士\",\"jobId\":\"52388097\",\"imI...   \n",
       " 23  {\"recruiterName\":\"郭先生\",\"jobId\":\"42289703\",\"imI...   \n",
       " 24  {\"recruiterName\":\"陈女士\",\"jobId\":\"52343353\",\"imI...   \n",
       " 25  {\"recruiterName\":\"孙女士\",\"jobId\":\"53407481\",\"imI...   \n",
       " 26  {\"recruiterName\":\"邓女士\",\"jobId\":\"52673281\",\"imI...   \n",
       " 27  {\"recruiterName\":\"王女士\",\"jobId\":\"54136715\",\"imI...   \n",
       " 28  {\"recruiterName\":\"李先生\",\"jobId\":\"43000011\",\"imI...   \n",
       " 29  {\"recruiterName\":\"梁女士\",\"jobId\":\"56963329\",\"imI...   \n",
       " 30  {\"recruiterName\":\"钱先生\",\"jobId\":\"49770653\",\"imI...   \n",
       " 31  {\"recruiterName\":\"廖女士\",\"jobId\":\"50257637\",\"imI...   \n",
       " 32  {\"recruiterName\":\"杨女士\",\"jobId\":\"55471267\",\"imI...   \n",
       " 33  {\"recruiterName\":\"蔡女士\",\"jobId\":\"45114839\",\"imI...   \n",
       " 34  {\"recruiterName\":\"穆女士\",\"jobId\":\"45311581\",\"imI...   \n",
       " 35  {\"recruiterName\":\"李女士\",\"jobId\":\"47296147\",\"imI...   \n",
       " 36  {\"recruiterName\":\"胡女士\",\"jobId\":\"43073825\",\"imI...   \n",
       " 37  {\"recruiterName\":\"黄女士\",\"jobId\":\"53211761\",\"imI...   \n",
       " 38  {\"recruiterName\":\"吴女士\",\"jobId\":\"45022705\",\"imI...   \n",
       " 39  {\"recruiterName\":\"郑先生\",\"jobId\":\"55746849\",\"imI...   \n",
       " \n",
       "                        comp.compLogo    comp.compName comp.compScale  \\\n",
       " 0    60e2fe0bf3df194a3c48adb502u.png        某专业技术服务公司                  \n",
       " 1    5bfea0c674719d2aa34c077903a.png            思迈特软件       500-999人   \n",
       " 2    60e2fe0bf3df194a3c48adb502u.png  某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 3    5cc178d09fae687d433527d901u.png       广东原创科技有限公司       100-499人   \n",
       " 4    5bfe95c674719df0ac98e51303a.png             视源股份    5000-10000人   \n",
       " 5    60e2fe0bf3df194a3c48adb502u.png     某广州在线社交/媒体公司         50-99人   \n",
       " 6    5b7d04f48e5016e5665c193104a.jpg    浩鲸云计算科技股份有限公司    5000-10000人   \n",
       " 7    60b5e371ca392a3b179c59b101u.png      Realibox引力波         50-99人   \n",
       " 8    635f3558bc4bee6f5c71877b04u.png             数字广东     2000-5000人   \n",
       " 9    60e2fe0bf3df194a3c48adb502u.png            某知名公司                  \n",
       " 10   5bfffae374719da073f0f80703u.png  赛纽仕医药咨询(上海)有限公司    5000-10000人   \n",
       " 11   5c64c511261c45f22d50d39303u.png            SHEIN    5000-10000人   \n",
       " 12   629da182961dea439f6c2a6206u.png   广东博众智能科技投资有限公司       500-999人   \n",
       " 13   5c495978509919607f6b521708u.png      广州狮之谦服装有限公司       500-999人   \n",
       " 14   554726340cf2995a4d533e4b01a.jpg             旭诚科技       100-499人   \n",
       " 15   60e2fe0bf3df194a3c48adb502u.png      某广州专业技术服务公司         50-99人   \n",
       " 16   60e2fe0bf3df194a3c48adb502u.png          某广州日化公司       100-499人   \n",
       " 17   61ea13934a8b1628bab2c02e05u.png     广州小迈网络科技有限公司       500-999人   \n",
       " 18   60e2fe0bf3df194a3c48adb502u.png     某广州大型计算机软件公司       500-999人   \n",
       " 19   614d384c747e2a6c755f42ab05u.png             钛动科技       100-499人   \n",
       " 20   5cd42764d3ced448644c351602u.png             国腾量子         50-99人   \n",
       " 21   5bfea4ec74719d2aa34cd0ba03a.png     佳都科技集团股份有限公司     2000-5000人   \n",
       " 22   5c64c511261c45f22d50d39303u.png            SHEIN    5000-10000人   \n",
       " 23   603cb59c6cf52e565bf0eb1803u.png            向蜜鸟科技       100-499人   \n",
       " 24   554726340cf2995a4d533e4b01a.jpg             旭诚科技       100-499人   \n",
       " 25   5fb77c254e19660289e2bbfa02u.jpg      广州紫为云科技有限公司         50-99人   \n",
       " 26   5bfe95c674719df0ac98e51303a.png             视源股份    5000-10000人   \n",
       " 27   6094e88edf45a46a965afffc07u.png             中视信息       100-499人   \n",
       " 28   6030a6c1701c060c94ace27002u.png  联通(广东)产业互联网有限公司     1000-2000人   \n",
       " 29   61b07937d0458d53c627567e02u.jpg     广东南粤云视科技有限公司          1-49人   \n",
       " 30   621838722d7a2d45d1be3a8607u.png     广州特控电子实业有限公司         50-99人   \n",
       " 31  5ecc6b70ec4db462f8259cd101u.jpeg              阿凡提       100-499人   \n",
       " 32   643ce5d0cbfe17111fe6c13207u.png     广州星际悦动股份有限公司       500-999人   \n",
       " 33   60e2fe0bf3df194a3c48adb502u.png     某广州大型计算机软件公司       500-999人   \n",
       " 34   60e2fe0bf3df194a3c48adb502u.png        某上海制药上市公司       10000人以上   \n",
       " 35   5bfe9e0774719d2aa34b7ebc03a.png           中通生化制品       500-999人   \n",
       " 36   5f2e1fcd30c37c3d011b58dd04u.png  蜜源(广州)新媒体科技有限公司       100-499人   \n",
       " 37   6316f890e8dce85d7c944ac504u.png             微柏软件       100-499人   \n",
       " 38   60e2fe0bf3df194a3c48adb502u.png     某广州大型计算机硬件公司       500-999人   \n",
       " 39   64084e6b1e3e2e339e28622905u.png             菲亚兰德       500-999人   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                       专业技术服务   \n",
       " 1    https://www.liepin.com/company/8629454/             计算机软件   \n",
       " 2                                                     食品/饮料/酒水   \n",
       " 3   https://www.liepin.com/company/10025383/              通信设备   \n",
       " 4    https://www.liepin.com/company/7854025/             计算机软件   \n",
       " 5                                                      在线社交/媒体   \n",
       " 6    https://www.liepin.com/company/7939633/             计算机软件   \n",
       " 7   https://www.liepin.com/company/12720965/               互联网   \n",
       " 8    https://www.liepin.com/company/9541320/               互联网   \n",
       " 9                                                        计算机软件   \n",
       " 10   https://www.liepin.com/company/8189182/                制药   \n",
       " 11   https://www.liepin.com/company/8706847/               互联网   \n",
       " 12   https://www.liepin.com/company/9678658/          基金/证券/期货   \n",
       " 13   https://www.liepin.com/company/9133012/              电子商务   \n",
       " 14   https://www.liepin.com/company/8466811/              IT服务   \n",
       " 15                                                      专业技术服务   \n",
       " 16                                                          日化   \n",
       " 17   https://www.liepin.com/company/8593981/             计算机软件   \n",
       " 18                                                       计算机软件   \n",
       " 19   https://www.liepin.com/company/8922908/               互联网   \n",
       " 20   https://www.liepin.com/company/9831379/              通信设备   \n",
       " 21   https://www.liepin.com/company/2115085/             计算机软件   \n",
       " 22   https://www.liepin.com/company/8706847/               互联网   \n",
       " 23   https://www.liepin.com/company/9643005/               互联网   \n",
       " 24   https://www.liepin.com/company/8466811/              IT服务   \n",
       " 25  https://www.liepin.com/company/12259667/              人工智能   \n",
       " 26   https://www.liepin.com/company/7854025/             计算机软件   \n",
       " 27  https://www.liepin.com/company/12274147/             计算机软件   \n",
       " 28   https://www.liepin.com/company/9095103/               互联网   \n",
       " 29  https://www.liepin.com/company/12258925/             批发/零售   \n",
       " 30  https://www.liepin.com/company/12599715/             计算机硬件   \n",
       " 31   https://www.liepin.com/company/8922764/           云计算/大数据   \n",
       " 32   https://www.liepin.com/company/8801943/               互联网   \n",
       " 33                                                       计算机软件   \n",
       " 34                                                          制药   \n",
       " 35    https://www.liepin.com/company/207663/                日化   \n",
       " 36  https://www.liepin.com/company/10003405/               互联网   \n",
       " 37   https://www.liepin.com/company/8740276/             计算机软件   \n",
       " 38                                                       计算机硬件   \n",
       " 39  https://www.liepin.com/company/12561289/             机械/设备   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                            [0-1中台产品建设, 有技术底层, 迭代经验]      20-30k  广州-黄埔区   \n",
       " 1                                       [工具产品, 大数据领域]  20-28k·13薪  广州-天河区   \n",
       " 2                      [AI人工智能产品, IT互联网, 电子商务, 批发/零售]  15-22k·13薪      广州   \n",
       " 3   [产品设计, 产品规划, 用户研究, Xmind, 产品优化, 竞品分析, 原型设计, Vi...       7-14k  广州-天河区   \n",
       " 4                                                  []      20-35k  广州-黄埔区   \n",
       " 5                                        [社交产品, 海外社交]      22-35k  广州-天河区   \n",
       " 6                           [AI产品, 机器学习, 业务化建模, 数据标注]      15-27k  广州-番禺区   \n",
       " 7   [SaaS产品, 产品设计, 平台产品, IT互联网, to B, to C, 计算机软件,...  15-25k·15薪  广州-番禺区   \n",
       " 8                                        [数据分析, 需求分析]  20-28k·16薪  广州-海珠区   \n",
       " 9          [增长产品, 数据产品, 期货证券, 数据分析, 产品设计, 用户研究, 竞品分析]      25-50k      广州   \n",
       " 10                                                 []      20-45k  广州-天河区   \n",
       " 11  [数据产品, 平台产品, 供应链产品, 产品设计, 产品规划, 团队管理, 需求管理, 交互...      20-35k  广州-番禺区   \n",
       " 12                                         [B端, SCRM]      20-25k  广州-天河区   \n",
       " 13                     [电商类, 数据分析, 供应链管理, 数据建模, 策略运营]      12-20k      广州   \n",
       " 14                    [产品设计, 需求调研, 竞品分析, to G, 计算机软件]      15-20k      广州   \n",
       " 15                              [化妆品, 护肤品, 美妆产品, 快消品]      20-25k      广州   \n",
       " 16                 [数据分析, 竞品调研, 消费品, 需求分析, 产品优化, 化妆品]      15-20k      广州   \n",
       " 17  [商业产品, 数据产品, 策略产品, to C, 产品设计, 产品优化, 产品规划, 需求调...      20-35k      广州   \n",
       " 18                [硬件产品, 产品规划, 平板/笔电, 需求分析, 产品生命周期管理]      30-35k  广州-天河区   \n",
       " 19  [社交产品, 平台产品, SaaS产品, 数据产品, 电商产品, 社交网络, SaaS系统,...      15-25k      广州   \n",
       " 20               [商业产品, 策略产品, 产品规划, 交互设计, 用户研究, 团队管理]  15-25k·13薪  广州-黄埔区   \n",
       " 21                     [产品设计, 产品规划, 产品优化, 需求管理, 团队管理]      16-26k      广州   \n",
       " 22  [数据产品, 客户端产品, ERP系统, 产品设计, 产品规划, 团队管理, 交互设计, 产...      20-30k  广州-番禺区   \n",
       " 23  [产品设计, axure, visio, saas, 需求分析, c端产品, b端产品, 数...      10-15k      广州   \n",
       " 24  [数据产品, 硬件产品, 硬件系统集成, 计算机软件, 科研/技术服务, 需求分析, 需求管...  15-35k·14薪      广州   \n",
       " 25          [AI人工智能产品, IT互联网, 人工智能, 产品设计, 产品规划, 用户研究]      18-35k  广州-黄埔区   \n",
       " 26  [数据产品, 企业服务, 产品设计, 竞品分析, 需求分析, 原型设计, 产品规划, 用户研...  20-40k·13薪  广州-黄埔区   \n",
       " 27                                                 []      25-30k      广州   \n",
       " 28                                             [产品设计]  13-20k·18薪      广州   \n",
       " 29                          [广电行业, 大B端, 售前技术支持, 解决方案]      10-15k  广州-番禺区   \n",
       " 30   [市场调研, 需求调研, 竞品分析, 产品规划, 需求管理, 产品优化, 需求分析, 数据分析]      12-25k  广州-黄埔区   \n",
       " 31                                             [工具产品]      18-25k  广州-海珠区   \n",
       " 32                    [数据产品, 数据分析, 团队管理, 产品规划, Axure]        薪资面议      广州   \n",
       " 33                                      [笔记本电脑, 平板电脑]  20-35k·13薪  广州-天河区   \n",
       " 34                                                 []      15-18k      广州   \n",
       " 35  [电商产品, 数据产品, 化妆品, 电子商务, 产品规划, 竞品分析, 产品设计, 市场调研...      15-25k      广州   \n",
       " 36                                 [产品设计, c端产品, 电商产品]  20-30k·14薪      广州   \n",
       " 37                                 [产品规划, 项目管理, B端产品]      12-15k  广州-天河区   \n",
       " 38                                    [3C数码, 平板, 笔记本]      25-35k      广州   \n",
       " 39                       [原型设计, 需求分析, 物联网, IOT, AIOT]      15-20k  广州-越秀区   \n",
       " \n",
       "     ...  recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       " 0   ...                      猎头顾问  491daa4e3b11dccb7f5f0285a9bca327   \n",
       " 1   ...               高级人力资源专员/主管  44e44322a2e5a92a6b03a7476903b9de   \n",
       " 2   ...                      猎头顾问  bc5aeb6fbe53ec20a08be7d47ba8d3cf   \n",
       " 3   ...                      人事主管  40d89e2697618262c05c4f285e871fa4   \n",
       " 4   ...                      hrbp  50e4790bda7c7061938172bfedd5833b   \n",
       " 5   ...                      猎头顾问  ca1ba2062fbf61fadf23b28c2bdc2170   \n",
       " 6   ...              人力资源伙伴(HRBP)  b72db97a93ec083f4e574c9d5ac7a95b   \n",
       " 7   ...                        HR  7612ec8aaae681c580d6ac1d9325efb9   \n",
       " 8   ...                      招聘专员  3c7809eade2bdcbf731b0e7b4e6639e3   \n",
       " 9   ...                      猎头顾问  66539fd8f021405656ecad19b0e01daf   \n",
       " 10  ...                        Hr  e5893fc98241b159bc705188ebb95067   \n",
       " 11  ...                  助理顾问(AC)  9294a5a1e3837c5ebb372434d8d59956   \n",
       " 12  ...                      招聘专家  b800c16df80330f3c924521a08a8da61   \n",
       " 13  ...                      招聘经理  938f985551225dff43b65d69a02f861d   \n",
       " 14  ...                            ace89497d02cfc2b95233d81e46c8fb7   \n",
       " 15  ...                      猎头顾问  df7f854fa8a3f4b8260425d0cbbc8f8b   \n",
       " 16  ...                      猎头顾问  dcb7ef145f3809bdddd830c87f87310e   \n",
       " 17  ...                   人力资源部经理  a5731b492b5bb40eea331108823ef5d3   \n",
       " 18  ...                      猎头顾问  0e30a08e9e996e5e162bc5e2351fe2b0   \n",
       " 19  ...                        HR  73533b599cd572310b374896d06488d6   \n",
       " 20  ...                     总裁办主任  f0ab5625302d9c135ed2c38c2e09682d   \n",
       " 21  ...                      招聘总监  49444df514c06b44af1b984cd5ecffb7   \n",
       " 22  ...                  助理顾问(AC)  9294a5a1e3837c5ebb372434d8d59956   \n",
       " 23  ...                      产品总监  40b730eceacc2bcdd095ea7e8b0b745a   \n",
       " 24  ...                      招聘顾问  478773625e5ab922ccc4ba56b75b6b12   \n",
       " 25  ...                        HR  bf025e376eda97b6d149587f82ccef21   \n",
       " 26  ...                        HR  372224e8971633fc678470b039726475   \n",
       " 27  ...                            3008edc8b1b12656a3c5bc684e468568   \n",
       " 28  ...                 人力资源经理/主管  ec9218078fe56078643873581a669533   \n",
       " 29  ...                      人事经理  203c2af18445f220d3d49f48cd931310   \n",
       " 30  ...                      研发总监  2a80dfd20655c191288ef177ddf82df7   \n",
       " 31  ...                        HR  0e8ee203214d46a6b44b63610affd714   \n",
       " 32  ...                        HR  9914a83fb702ac460cc3246f7ee9bd82   \n",
       " 33  ...                      猎头顾问  cee46dbbe71325c05540375ea58a259f   \n",
       " 34  ...                      猎头顾问  8e95bdec16ebe0f91f535d45741e3b81   \n",
       " 35  ...                            7b54ef5638150d1474108dd175824919   \n",
       " 36  ...                            bc34cd0b4337dcab89009a138a9f9c5c   \n",
       " 37  ...                    人力资源总监  3c5ca6a2f6e6d74c676e79900e973545   \n",
       " 38  ...                      猎头顾问  f86593732fe867427fd0406d8b1849da   \n",
       " 39  ...                      招聘主管  a045b1bd4badd5922933f58c621635f7   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  ed3a9d72f650aa7f063dfc1b00f6daab                    2   \n",
       " 1              False  a55479f854a5d381c91cdbcbcdf9aa78                    2   \n",
       " 2              False  1ea5a0993d3cd147540202c0778f1521                    2   \n",
       " 3              False  0749f8a750e63f9c5d887c62117912b0                    2   \n",
       " 4              False  eff2133bd51a53d4c7694c3b554596c0                    2   \n",
       " 5              False  be30b410dbdff4cb9ccf3dc45f6d7696                    2   \n",
       " 6              False  448b39ea4be058e369df24199cb901bf                    2   \n",
       " 7              False  a9040ad567348af86bc971ec2e264ed1                    2   \n",
       " 8              False  a3f8d3fcd35211590eae969ce9a54d02                    2   \n",
       " 9              False  6f0fc61353c770cf67766a03c68ce883                    2   \n",
       " 10             False  c914c473a3f063c1c93dddf05a795d5c                    2   \n",
       " 11             False  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 12             False  cc444a52da70719466ce88607322b750                    2   \n",
       " 13             False  3ffe077bf154ece3b57ce8a8aa087de1                    2   \n",
       " 14             False  c5847aea1c23c31a05cd690f9a5023eb                    2   \n",
       " 15             False  d1b35642d4cc04fb3eae059a38e31609                    2   \n",
       " 16             False  965d756f9591a5483417a188cf69ded9                    2   \n",
       " 17             False  306b42532355a96f527a3bdaa9ebdbbf                    2   \n",
       " 18             False  952b536de372ef4e5b8cb0044dfde252                    2   \n",
       " 19             False  bfaf3fd2b97ceeb513dd84912f51618a                    2   \n",
       " 20             False  62eb922889da0d20ad8732728d6065d6                    2   \n",
       " 21             False  cc89d747c25283eb6042c177f0a1d2b1                    2   \n",
       " 22             False  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 23             False  61d4f77bb6891edaaf3ffeaad667fde0                    2   \n",
       " 24             False  14bab487ff0719bc649c553ff84e776e                    2   \n",
       " 25             False  1ae0fab7d1320e84b134787ef53b847e                    2   \n",
       " 26             False  976f355f98884659518f468578ae7c89                    2   \n",
       " 27             False  1fe1f195fb9b578b4036597854bcf58c                    2   \n",
       " 28             False  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 29             False  0b64dd773d32df38485f40b921d561e1                    2   \n",
       " 30             False  293b570a5a38470db57ce8a8aa087de1                    2   \n",
       " 31             False  fe23444a28c7320b29888d5bd738486d                    2   \n",
       " 32             False  c4e8e6c95f8fb674e4cd5c055e1e05ce                    2   \n",
       " 33             False  5f552f416df992d9aaa70b13e477f173                    2   \n",
       " 34             False  2978e4a1a5fa206f38336404cc661e56                    2   \n",
       " 35             False  f9652459a28080ee337193710fe42056                    2   \n",
       " 36             False  38e04694209758e72982e990dc084411                    2   \n",
       " 37             False  ec836d5bfc773f78b1150f09f42fa83a                    2   \n",
       " 38             False  0b3859beab3c0a4e337193710fe42056                    2   \n",
       " 39             False  7b45825a4d901ce4f11128a5dd7e8a14                    2   \n",
       " \n",
       "            recruiter.recruiterPhoto comp.compStage comp.compId  \\\n",
       " 0   62110c2629929b1124c7d79407u.png            NaN         NaN   \n",
       " 1   5f8f9863f6d1ab58476f246a08u.jpg             B轮   8629454.0   \n",
       " 2   643de937ffcb574c11fc7efa02u.png          融资未公开         NaN   \n",
       " 3   5ca47b93509919fa0ea15bee05u.png            NaN  10025383.0   \n",
       " 4   5f8f9865ea60860b75384fa508u.jpg         沪深A股上市   7854025.0   \n",
       " 5   63febb99f6f3654cff904a4e06u.png          不需要融资         NaN   \n",
       " 6   617ba78eba38366b25cd6ba907u.jpg            NaN   7939633.0   \n",
       " 7   60b48026718eb72502598b8707u.png             A轮  12720965.0   \n",
       " 8   5f8f98648dbe6273dcf8515508u.jpg            NaN   9541320.0   \n",
       " 9   5f8fa3bdea60860b75385c7e08u.png            NaN         NaN   \n",
       " 10  63f6d47e430e0f3b13798c7c02u.png            NaN   8189182.0   \n",
       " 11  5f8f9863f6d1ab58476f246a08u.jpg            NaN   8706847.0   \n",
       " 12  5f8f9863f6d1ab58476f246a08u.jpg            NaN   9678658.0   \n",
       " 13  5f8f9865ea60860b75384fa508u.jpg            NaN   9133012.0   \n",
       " 14  5549d80e0cf2995a4d53931b01a.jpg            NaN   8466811.0   \n",
       " 15  60b05e9f5121d2037d2a9de803u.png            NaN         NaN   \n",
       " 16  5d1957bc3fa7ce27b2a6980504u.jpg          融资未公开         NaN   \n",
       " 17  5f8f98648dbe6273dcf8515508u.jpg             B轮   8593981.0   \n",
       " 18  63101feedf5e823bdaff22d405u.png          融资未公开         NaN   \n",
       " 19  5f8f98698dbe6273dcf8516008u.jpg             B轮   8922908.0   \n",
       " 20  5f8f98698dbe6273dcf8516008u.jpg            NaN   9831379.0   \n",
       " 21  61e4df9cf0edab7319c545d305u.png         沪深A股上市   2115085.0   \n",
       " 22  5f8f9863f6d1ab58476f246a08u.jpg            NaN   8706847.0   \n",
       " 23  5f8f986c79c7cc70efbf36c808u.jpg             A轮   9643005.0   \n",
       " 24  5f8f9865ea60860b75384fa508u.jpg            NaN   8466811.0   \n",
       " 25  5f8f986779c7cc70efbf36c008u.jpg            NaN  12259667.0   \n",
       " 26  5f8f9866dfb13a7dee342f1808u.jpg         沪深A股上市   7854025.0   \n",
       " 27  5f8f9865ea60860b75384fa508u.jpg          融资未公开  12274147.0   \n",
       " 28  5f8f986aea60860b75384fab08u.jpg            NaN   9095103.0   \n",
       " 29  5f8f9863f6d1ab58476f246a08u.jpg            NaN  12258925.0   \n",
       " 30  5f8f986aea60860b75384fab08u.jpg            NaN  12599715.0   \n",
       " 31  5f8f9863f6d1ab58476f246a08u.jpg             其他   8922764.0   \n",
       " 32  5f8f9865ea60860b75384fa508u.jpg            NaN   8801943.0   \n",
       " 33  5ed6240715b5366045ceb30b05u.jpg          融资未公开         NaN   \n",
       " 34  60bdbdbdefb820007c03b64d02u.png            已上市         NaN   \n",
       " 35  54d1e75d712e7147fd805a7901a.png            NaN    207663.0   \n",
       " 36  5f8f9866dfb13a7dee342f1808u.jpg          融资未公开  10003405.0   \n",
       " 37  5f8f986779c7cc70efbf36c008u.jpg          新三板上市   8740276.0   \n",
       " 38  5fb22f9d7d84d06ed7b3977001u.jpg          融资未公开         NaN   \n",
       " 39  5f8f986c79c7cc70efbf36c808u.jpg            NaN  12561289.0   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  \n",
       " 0              NaN             NaN  \n",
       " 1                                   \n",
       " 2              NaN             NaN  \n",
       " 3                                   \n",
       " 4                                   \n",
       " 5              NaN             NaN  \n",
       " 6                                   \n",
       " 7                                   \n",
       " 8                                   \n",
       " 9              NaN             NaN  \n",
       " 10                                  \n",
       " 11                                  \n",
       " 12                                  \n",
       " 13                                  \n",
       " 14                                  \n",
       " 15             NaN             NaN  \n",
       " 16             NaN             NaN  \n",
       " 17                                  \n",
       " 18             NaN             NaN  \n",
       " 19                                  \n",
       " 20                                  \n",
       " 21                                  \n",
       " 22                                  \n",
       " 23                                  \n",
       " 24                                  \n",
       " 25                                  \n",
       " 26                                  \n",
       " 27                                  \n",
       " 28                                  \n",
       " 29                                  \n",
       " 30                                  \n",
       " 31                                  \n",
       " 32                                  \n",
       " 33             NaN             NaN  \n",
       " 34             NaN             NaN  \n",
       " 35                                  \n",
       " 36                                  \n",
       " 37                                  \n",
       " 38             NaN             NaN  \n",
       " 39                                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"27928779\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 1   {\"jobId\":\"55355969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 2   {\"jobId\":\"57044873\",\"recruiterName\":\"杜女士\",\"job...   \n",
       " 3   {\"jobId\":\"57915873\",\"recruiterName\":\"莫先生\",\"job...   \n",
       " 4   {\"jobId\":\"52633051\",\"recruiterName\":\"徐先生\",\"job...   \n",
       " 5   {\"jobId\":\"53651269\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 6   {\"jobId\":\"50930467\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 7   {\"jobId\":\"47524671\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 8   {\"jobId\":\"50951539\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 9   {\"jobId\":\"54957645\",\"recruiterName\":\"朴女士\",\"job...   \n",
       " 10  {\"jobId\":\"54581803\",\"recruiterName\":\"代女士\",\"job...   \n",
       " 11  {\"jobId\":\"43313725\",\"recruiterName\":\"梁先生\",\"job...   \n",
       " 12  {\"jobId\":\"33018399\",\"recruiterName\":\"罗先生\",\"job...   \n",
       " 13  {\"jobId\":\"54487227\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 14  {\"jobId\":\"43521911\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 15  {\"jobId\":\"56184751\",\"recruiterName\":\"吴先生\",\"job...   \n",
       " 16  {\"jobId\":\"52629919\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 17  {\"jobId\":\"54267455\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 18  {\"jobId\":\"52716441\",\"recruiterName\":\"马先生\",\"job...   \n",
       " 19  {\"jobId\":\"34550219\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 20  {\"jobId\":\"53163427\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"51055363\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 22  {\"jobId\":\"31534799\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 23  {\"jobId\":\"52384571\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 24  {\"jobId\":\"50734181\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 25  {\"jobId\":\"56489421\",\"recruiterName\":\"孙先生\",\"job...   \n",
       " 26  {\"jobId\":\"46804247\",\"recruiterName\":\"卢女士\",\"job...   \n",
       " 27  {\"jobId\":\"43303565\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 28  {\"jobId\":\"45394927\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 29  {\"jobId\":\"45671777\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 30  {\"jobId\":\"50877865\",\"recruiterName\":\"佘先生\",\"job...   \n",
       " 31  {\"jobId\":\"45179375\",\"recruiterName\":\"周先生\",\"job...   \n",
       " 32  {\"jobId\":\"26507285\",\"recruiterName\":\"邱先生\",\"job...   \n",
       " 33  {\"jobId\":\"45114907\",\"recruiterName\":\"蔡女士\",\"job...   \n",
       " 34  {\"jobId\":\"42065595\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 35  {\"jobId\":\"51772377\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 36  {\"jobId\":\"53370019\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 37  {\"jobId\":\"34727509\",\"recruiterName\":\"汪先生\",\"job...   \n",
       " 38  {\"jobId\":\"41846007\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 39  {\"jobId\":\"56611837\",\"recruiterName\":\"邱先生\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2227928779%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2255355969%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2257044873%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2257915873%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2252633051%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2253651269%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2250930467%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2247524671%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2250951539%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2254957645%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2254581803%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2243313725%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2233018399%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2254487227%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2243521911%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2256184751%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2252629919%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%2254267455%22%2C%22ckId%22%3...              False   \n",
       " 18  %7B%22jobId%22%3A%2252716441%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2234550219%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2253163427%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2251055363%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2231534799%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%2252384571%22%2C%22ckId%22%3...              False   \n",
       " 24  %7B%22jobId%22%3A%2250734181%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%2256489421%22%2C%22ckId%22%3...              False   \n",
       " 26  %7B%22jobId%22%3A%2246804247%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2243303565%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2245394927%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2245671777%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2250877865%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2245179375%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2226507285%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2245114907%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2242065595%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2251772377%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2253370019%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2234727509%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2241846007%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2256611837%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      杨女士                   组织发展中心   \n",
       " 1                      陈先生                     招聘顾问   \n",
       " 2                      杜女士                            \n",
       " 3                      莫先生                   总部招聘经理   \n",
       " 4                      徐先生                  招聘经理/主管   \n",
       " 5                      田先生                     招聘主管   \n",
       " 6                      陈女士                     招聘专员   \n",
       " 7                      曾女士                   人力资源总监   \n",
       " 8                      杨女士                     招聘专家   \n",
       " 9                      朴女士                   hrbp主管   \n",
       " 10                     代女士                  人力资源部经理   \n",
       " 11                     梁先生                     副总经理   \n",
       " 12                     罗先生                   HRBP主管   \n",
       " 13                     梁女士                  行政专员/助理   \n",
       " 14                     刘先生                     猎头顾问   \n",
       " 15                     吴先生                        1   \n",
       " 16                     贺女士                recruiter   \n",
       " 17                     杨女士                       HR   \n",
       " 18                     马先生                       HR   \n",
       " 19                     梁女士                            \n",
       " 20                     李女士                            \n",
       " 21                     赵先生                            \n",
       " 22                     黄女士                     高级顾问   \n",
       " 23                     齐女士                     项目经理   \n",
       " 24                     陈女士                 人力资源管理专员   \n",
       " 25                     孙先生                      HRD   \n",
       " 26                     卢女士                   人力资源主管   \n",
       " 27                     刘先生                     猎头顾问   \n",
       " 28                     陈女士                     猎头顾问   \n",
       " 29                     潘女士                            \n",
       " 30                     佘先生                        1   \n",
       " 31                     周先生                     猎头顾问   \n",
       " 32                     邱先生                            \n",
       " 33                     蔡女士                     猎头顾问   \n",
       " 34                     贺女士                 助理顾问(AC)   \n",
       " 35                     陈女士                       hr   \n",
       " 36                     张先生                     招聘专家   \n",
       " 37                     汪先生          科大讯飞智能汽车事业部招聘经理   \n",
       " 38                     梁女士                       HR   \n",
       " 39                     邱先生                     产品总监   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   772711ba19798d1804612e645251413c                    2   \n",
       " 1   5f43de1d7e401c1ac6229e301a20c3c4                    2   \n",
       " 2   c4b57ae90cdd5c4a4f9742af3b6a500a                    2   \n",
       " 3   0b6968c19bcca476ac365a663ca833da                    2   \n",
       " 4   914c35ca551eeb8c6bc971ec2e264ed1                    2   \n",
       " 5   bb6c6e866cb6bed20dff24c56bb2b7a6                    2   \n",
       " 6   26287541b217d9a2ad8732728d6065d6                    2   \n",
       " 7   8134519d67c31ff36e9290f04e92081c                    2   \n",
       " 8   622150fec605e72597cd4b0530f9e3f9                    2   \n",
       " 9   e386d2ccea9e811a613348042573671f                    2   \n",
       " 10  ad6720d74c817a0c9941166e65ebdb6f                    2   \n",
       " 11  68a1a3848fbad1630c6b280bb9c3d043                    2   \n",
       " 12  f0ea55eb7ab2f29a8fa263ed17de85b1                    2   \n",
       " 13  88f469866cf3ed234383db9bf147ecbd                    2   \n",
       " 14  aeece53f2538d74597cd4b0530f9e3f9                    2   \n",
       " 15  7a0973a239b1b0f2f0e943e3aa9ed4a9                    2   \n",
       " 16  2df905add089317a410685fca6d952de                    2   \n",
       " 17  e225c3f62a005d602599e94af0746e13                    2   \n",
       " 18  8bcdf1b7c1f9df73c1bd2b3e9fec8144                    2   \n",
       " 19  d7754d4d4e4aa4da6dadb487287a091a                    2   \n",
       " 20  af7a43cadf421b2874cd2086e9e42e3f                    2   \n",
       " 21  fa893039b20a2bf0cc342d821fad2e6e                    2   \n",
       " 22  bbd9a6f20e33cff32980490a0cdf2257                    2   \n",
       " 23  4c90b5a52d6a46e1cd74bb959a88946e                    2   \n",
       " 24  5ae4613740c0a25e03c3833c24d21b54                    2   \n",
       " 25  9fbc61d0752de96db0d5b28e45c71a2f                    2   \n",
       " 26  61577c4ce28a7a06fdb0a7e165355a7f                    2   \n",
       " 27  74714007b6cb9a7799c5c4fb06d115ec                    2   \n",
       " 28  2c228c5e04f3b9cdd33cecc9f6c3eef4                    2   \n",
       " 29  fcd2c188545ead44d6a9d1214a39013b                    2   \n",
       " 30  cdd0c901d288f7e48d1ff84e0a6c6898                    2   \n",
       " 31  ffbd0667c76f4098ac365a663ca833da                    2   \n",
       " 32  b40ef12711da0b3971de52c3bc0b6279                    2   \n",
       " 33  5f552f416df992d9aaa70b13e477f173                    2   \n",
       " 34  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 35  7d4b98a5f5593e00e70dc0cfcb4da503                    2   \n",
       " 36  4cc9f84cac7c461e38336404cc661e56                    2   \n",
       " 37  18e05fd2ee82ee27befa578784e31c32                    2   \n",
       " 38  bc0751b1f291b5b5160b5b344d4ef7b6                    2   \n",
       " 39  42a3437aaa019811e997c2e0a1c5d179                    2   \n",
       " \n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       " 0   6c2062e19935fcf4303a28dd5d397a80  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 1   f6ccb3db65bc53edccaa086dfe17d9dc  5f8f986aea60860b75384fab08u.jpg   \n",
       " 2   f575e67c0c3d1d8db38803165db5818e  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 3   da10009d988ad3e199fd53f9d2e8825c  5b1f75b88e50f134ce69a7e204a.jpg   \n",
       " 4   23e6192b5acc98d4a62a677bdaeb001c  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 5   f67d06befbc810a594a89d9be6b3c24d  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6   eeb461b61aa8efefc2871738b2a018b8  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 7   161840cce6f6ab15dbf47fcd8ff0f732  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   124830771fa7f2a4a100c42c4161c979  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 9   3d30f0cc1e2d91b900dcf9b340cce9e7  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 10  c7e62dd4ae10757658824e1290e4af07  5ed07a1fec4db462f829adeb02u.png   \n",
       " 11  42eed0155fba539941b44368ffd88bdf  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 12  fe631120f95d35b3e5ca4e55352902e5  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 13  afc829fbd3df9a0010ab723f266f6f1b  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 14  ed6ad3205c24e7205c53b61f4caff1ff  5de70ea7d38a3d7423f5f29208u.jpg   \n",
       " 15  f0711c7d66f19dda17584fda6b2ed1ee  5df87de2d38a3d74230fc1d008u.jpg   \n",
       " 16  5402f4323335936c5140fb9f382150d5  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 17  2e7227dee6993722f405701a339a50b5  62a44db9eb7f9e008716ed4208u.png   \n",
       " 18  99e2b84fe4c528b4a284fbd1e98e48f0  56090efd45ce3ca42ae4057506a.png   \n",
       " 19  1cd0965588ebd1dba766278cd27a88c2  5bd962c38e50a3257f7c32d304a.jpg   \n",
       " 20  78c1e6e95a889fb864d23aca99c5ed34  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 21  17d7b55b59ae61190f200362c9161e8a  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 22  0ce79d4ca46eba6e59ec5532e2ae9f81  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23  ef7644828a65626e75e2cd6111d7a3a5  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  fdab79a8067d0c2290ec0a89e838231a  5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 25  e9ada9244f94490b62e8f53cd67db061  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 26  497a0534e8825ba04e83222992db9db2  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 27  4ed7495d4554d1132474e43d86ea2786  5eb61402f25402045740d2a504u.png   \n",
       " 28  d2b1b80e634d4881d6ec585d8dc7a8ff  6411ee1a3c488720c74dbf9d07u.png   \n",
       " 29  f97d840afddccc23d1c4cde1ada3136a  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 30  44ab7e5e67fda202e8d84f82f23a61c4  5f8f986aea60860b75384fab08u.jpg   \n",
       " 31  0d974ea51b4b732bbd2da9dc3ef282bc  54d0c4e7712e894a54c803cc01a.jpg   \n",
       " 32  8f14a353ad513ddc4a34e020f1effb4a  60c18261efb820007c03c76c07u.png   \n",
       " 33  cee46dbbe71325c05540375ea58a259f  5ed6240715b5366045ceb30b05u.jpg   \n",
       " 34  9294a5a1e3837c5ebb372434d8d59956  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 35  a18e3b30fb6af244ce724ffbd627df80  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  f73fa771b039842fcb976d7aa0c7a43e  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 37  4b023637e726d8012b5b85ad986b828e  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 38  1a5dcc0ba7442391d86a2a6c3e04d89d  5f8f9865ea60860b75384fa508u.jpg   \n",
       " 39  1da67f6fa9d0e46271672e219c40b8ba  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                                  [产品设计, 电商产品, b端产品]  ...           False   \n",
       " 1   [产品设计, 需求分析, 需求挖掘, IT互联网, to B, Axure, Visio, ...  ...           False   \n",
       " 2   [数据产品, 平台产品, 工具产品, 人工智能, 产品设计, 流程设计, 墨刀, Axure...  ...           False   \n",
       " 3   [家电产品, 大健康, 3C电子, 健康家电, 快消品类, 产品开发, 消费者洞察, 市场调...  ...           False   \n",
       " 4                                  [金融产品, 基金产品, 金融行业]  ...           False   \n",
       " 5                                    [社区商业, 物业, 产品设计]  ...           False   \n",
       " 6                                              [团队管理]  ...           False   \n",
       " 7   [电商产品, 数据产品, 医疗行业, 医院, 电子商务, 制造业, Visio, 团队管理,...  ...           False   \n",
       " 8                        [医疗器械, 医药, 市场营销, 客户关系, 产品经理]  ...           False   \n",
       " 9   [0-1, 快消品, 新品开发, 竞品分析, 老品优化, 市场调研, 需求分析, 全生命周期...  ...           False   \n",
       " 10  [电商产品, 电子商务, to B, 计算机软件, 产品规划, Visio, 需求调研, 团...  ...           False   \n",
       " 11                                 [产品设计, b端产品, 商业产品]  ...           False   \n",
       " 12                                  [产品设计, crm, 需求分析]  ...           False   \n",
       " 13  [AI人工智能产品, 策略产品, 数据产品, 房地产行业, 人工智能, 智慧城市, 计算机软...  ...           False   \n",
       " 14                                         [海外产品, 海外]  ...           False   \n",
       " 15                                 [财务产品, 需求分析, 产品设计]  ...           False   \n",
       " 16                                                 []  ...           False   \n",
       " 17        [IT互联网, 产品设计, 需求管理, 用户研究, 团队管理, 交互设计, 产品规划]  ...           False   \n",
       " 18                    [计算机软件, 游戏行业, 需求调研, 产品设计, 市场调研]  ...           False   \n",
       " 19                                                 []  ...           False   \n",
       " 20    [SaaS产品, 环保信息化, 工业信息化, 环保大数据, 设备运维, 设备智慧运维, 低碳]  ...           False   \n",
       " 21                                        [产品设计, CAE]  ...           False   \n",
       " 22                                       [产品设计, 数据分析]  ...           False   \n",
       " 23                                             [产品优化]  ...           False   \n",
       " 24                            [动漫, 玩具/礼品, 旅游行业, 团队管理]  ...           False   \n",
       " 25  [ERP产品, 工具产品, ERP系统, IT互联网, 消费品, 贸易/进出口, 产品设计,...  ...           False   \n",
       " 26            [产品设计, CRM产品, 中台产品, SaaS产品, 电子商务, to B]  ...           False   \n",
       " 27                                                 []  ...           False   \n",
       " 28                                                 []  ...           False   \n",
       " 29              [计算机软件, 产品设计, 产品规划, 原型设计, 产品优化, 用户研究]  ...           False   \n",
       " 30                                                 []  ...           False   \n",
       " 31                                                 []  ...           False   \n",
       " 32                     [产品设计, 需求分析, c端产品, 数据产品, 内容产品]  ...           False   \n",
       " 33                                        [工控机, 工控主板]  ...           False   \n",
       " 34             [ppt, 架构设计, axure, visio, xmind, 数据分析]  ...           False   \n",
       " 35  [海外产品, IT互联网, 住宿/餐饮业, 餐饮行业, 用户研究, 产品设计, 产品优化, ...  ...           False   \n",
       " 36                                                 []  ...           False   \n",
       " 37                                       [产品设计, 项目管理]  ...           False   \n",
       " 38                      [需求分析, 熟悉iOS, Andorid手机客户端产品]  ...           False   \n",
       " 39  [数据产品, 社区/社交产品, 策略产品, IT互联网, VR/AR, 产品设计, 产品规划...  ...           False   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears comp.compId comp.compScale  \\\n",
       " 0                   大专                5-10年  12227847.0     2000-5000人   \n",
       " 1                   本科                 3-5年   8751541.0     1000-2000人   \n",
       " 2                   本科                5-10年   9393699.0     1000-2000人   \n",
       " 3                   本科                5-10年   7939826.0     2000-5000人   \n",
       " 4                   本科                 1-3年  10212685.0       100-499人   \n",
       " 5                   本科                 3-5年   9714285.0     1000-2000人   \n",
       " 6                   大专                 3-5年    170110.0     2000-5000人   \n",
       " 7                   本科                5-10年  12262293.0         50-99人   \n",
       " 8                   本科                 3-5年   1688048.0       100-499人   \n",
       " 9                   本科                 3-5年  13103111.0     1000-2000人   \n",
       " 10                  本科                 3-5年  12258925.0          1-49人   \n",
       " 11                统招本科                 3-5年   5634845.0       10000人以上   \n",
       " 12                  本科                 3-5年    883294.0       500-999人   \n",
       " 13                  大专                 3-5年   9387844.0          1-49人   \n",
       " 14                学历不限                 3-5年         NaN         50-99人   \n",
       " 15                  本科                5-10年   8842566.0       100-499人   \n",
       " 16                  本科                 3-5年   8361671.0       10000人以上   \n",
       " 17                  本科                 3-5年  13240331.0          1-49人   \n",
       " 18                  本科                 1-3年   8602016.0         50-99人   \n",
       " 19                统招本科                5-10年   2051572.0     1000-2000人   \n",
       " 20                统招本科                 3-5年  12977045.0       100-499人   \n",
       " 21                  本科                 3-5年  10096483.0       100-499人   \n",
       " 22                  本科                 经验不限   9970767.0       100-499人   \n",
       " 23                  本科                 1-3年   7854025.0    5000-10000人   \n",
       " 24                  本科                5-10年   7875551.0     2000-5000人   \n",
       " 25                  大专                 3-5年  13329179.0          1-49人   \n",
       " 26                  本科                 1-3年   8836020.0     1000-2000人   \n",
       " 27                学历不限                 3-5年         NaN    5000-10000人   \n",
       " 28               本科及以上                5-10年         NaN          1-49人   \n",
       " 29                统招本科                 3-5年  12323541.0         50-99人   \n",
       " 30                  本科                 3-5年   9980575.0     1000-2000人   \n",
       " 31               大专及以上                5-10年         NaN    5000-10000人   \n",
       " 32                  本科                 1-3年  10024759.0         50-99人   \n",
       " 33               大专及以上                 1-3年         NaN       500-999人   \n",
       " 34                  大专                 3-5年   8706847.0    5000-10000人   \n",
       " 35                  本科                 1-3年  12164739.0       100-499人   \n",
       " 36                统招本科                5-10年   8946089.0       500-999人   \n",
       " 37                  本科                 3-5年   4454894.0       10000人以上   \n",
       " 38                  大专                 1-3年  12599119.0          1-49人   \n",
       " 39                  本科                5-10年  13304915.0       100-499人   \n",
       " \n",
       "          comp.compName comp.compStage                    comp.compLogo  \\\n",
       " 0                 湛蓝科技          融资未公开  62abd76f0b64cc778f9aa66202u.png   \n",
       " 1   深圳市德科信息技术有限公司广州分公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 2                 树根互联             C轮  5cf46371501544662c8b451c07u.png   \n",
       " 3                 骏丰频谱            NaN  5bfe907a74719d35745aa52b03a.png   \n",
       " 4         广州融山信息科技有限公司            NaN  5e68860937483e328d549b2907u.jpg   \n",
       " 5          雅卓房地产顾问有限公司            NaN  5c4e9b4487fd7d58584b4e6d03u.png   \n",
       " 6                 赛意信息          创业板上市  5d1ea8a63ee8b11dd4aa762703u.png   \n",
       " 7         元知医疗科技发展有限公司            NaN  63ef2890735c102fdc96fb9c01u.png   \n",
       " 8                 迈普医学          创业板上市  62d690de9acacb229a69878401u.png   \n",
       " 9           广州奥昆食品有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 10        广东南粤云视科技有限公司            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 11        用友网络科技股份有限公司            已上市  5bfe978974719df0ac993f9803a.png   \n",
       " 12               太平洋网络            已上市  5bfe91bf74719d35745ae43f03a.png   \n",
       " 13        武汉亿诺凌科科技有限公司           战略投资  5bfea34474719d2aa34c815d03a.png   \n",
       " 14        某广州在线社交/媒体公司          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 15          大圣科技股份有限公司            NaN  5df87eefcd52473b9408892e08u.png   \n",
       " 16      上海汉得信息技术股份有限公司            已上市  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 17        广州接入信息科技有限公司          融资未公开  61b22901afe5be721cc002cd02u.jpg   \n",
       " 18             Gamesir            NaN  5ef2eb21639c8353865c919d05u.png   \n",
       " 19          康芝药业股份有限公司         沪深A股上市  5d1ae9653fa7ce27b2a86f1706u.png   \n",
       " 20        北京易玖生态环境有限公司            NaN  617a1748c62a762c30f0e19107u.png   \n",
       " 21                数巧信息             A轮  61e8c342c4a46a1daf60d35908u.png   \n",
       " 22             PWU朴物大美             A轮  5eb3e757f2540204573e7b4a02u.png   \n",
       " 23                视源股份         沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 24                奥飞娱乐         沪深A股上市  61e636ac44bed26d85caae9d03u.png   \n",
       " 25       广州乐芙化妆品科技有限公司            NaN  636c552e47468d27846ca42408u.png   \n",
       " 26                探迹科技             B轮  639937af821c6d513110e83301u.png   \n",
       " 27           某知名上市内资药企          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28             某广州日化公司            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 29     广州科瑞迪信息技术股份有限公司          融资未公开  62393cca23e15f4b0ac5a47f05u.png   \n",
       " 30                天奇蒙药            NaN  62c3c459c3c0dc4a2c84b01f02u.png   \n",
       " 31         某广州大型医疗器械公司          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32          广东盟讯科技有限公司          融资未公开  5cc81ac0501544662c6230ba02u.jpg   \n",
       " 33        某广州大型计算机软件公司          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 34               SHEIN            NaN  5c64c511261c45f22d50d39303u.png   \n",
       " 35                摩航时代            NaN  600a5198f5129c6de7fd62e806u.jpg   \n",
       " 36                三晶电气            NaN  5bfe8f8a74719d35745a755603a.png   \n",
       " 37                科大讯飞            已上市  54d1e9c4712eb4f6b84cf69202c.png   \n",
       " 38        广州星美网络传媒有限公司          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 39                超境汽车             B轮  634e43cd5f9dbd49324c45d307u.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \n",
       " 0                互联网  https://www.liepin.com/company/12227847/  \n",
       " 1            其他商务服务业   https://www.liepin.com/company/8751541/  \n",
       " 2               人工智能   https://www.liepin.com/company/9393699/  \n",
       " 3               医疗器械   https://www.liepin.com/company/7939826/  \n",
       " 4              计算机软件  https://www.liepin.com/company/10212685/  \n",
       " 5           房地产租赁/中介   https://www.liepin.com/company/9714285/  \n",
       " 6              计算机软件    https://www.liepin.com/company/170110/  \n",
       " 7               医疗机构  https://www.liepin.com/company/12262293/  \n",
       " 8               医疗器械   https://www.liepin.com/company/1688048/  \n",
       " 9           食品/饮料/酒水  https://www.liepin.com/company/13103111/  \n",
       " 10             批发/零售  https://www.liepin.com/company/12258925/  \n",
       " 11             计算机软件   https://www.liepin.com/company/5634845/  \n",
       " 12               互联网    https://www.liepin.com/company/883294/  \n",
       " 13             计算机软件   https://www.liepin.com/company/9387844/  \n",
       " 14           在线社交/媒体                                            \n",
       " 15             计算机软件   https://www.liepin.com/company/8842566/  \n",
       " 16               互联网   https://www.liepin.com/company/8361671/  \n",
       " 17             计算机软件  https://www.liepin.com/company/13240331/  \n",
       " 18               互联网   https://www.liepin.com/company/8602016/  \n",
       " 19                制药   https://www.liepin.com/company/2051572/  \n",
       " 20                环保  https://www.liepin.com/company/12977045/  \n",
       " 21           云计算/大数据  https://www.liepin.com/company/10096483/  \n",
       " 22          食品/饮料/酒水   https://www.liepin.com/company/9970767/  \n",
       " 23             计算机软件   https://www.liepin.com/company/7854025/  \n",
       " 24          广播/影视/录音   https://www.liepin.com/company/7875551/  \n",
       " 25              电子商务  https://www.liepin.com/company/13329179/  \n",
       " 26               互联网   https://www.liepin.com/company/8836020/  \n",
       " 27           制药/生物工程                                            \n",
       " 28                日化                                            \n",
       " 29             计算机软件  https://www.liepin.com/company/12323541/  \n",
       " 30                制药   https://www.liepin.com/company/9980575/  \n",
       " 31              医疗器械                                            \n",
       " 32             计算机软件  https://www.liepin.com/company/10024759/  \n",
       " 33             计算机软件                                            \n",
       " 34               互联网   https://www.liepin.com/company/8706847/  \n",
       " 35               互联网  https://www.liepin.com/company/12164739/  \n",
       " 36           电气机械/器材   https://www.liepin.com/company/8946089/  \n",
       " 37             计算机软件   https://www.liepin.com/company/4454894/  \n",
       " 38            专业技术服务  https://www.liepin.com/company/12599119/  \n",
       " 39              整车制造  https://www.liepin.com/company/13304915/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2246895739%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2248070185%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2256951709%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252113805%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2241816783%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2235485203%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2254876129%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2229784027%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2237383743%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2253237389%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2253446931%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2248275995%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242074303%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2248799441%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2248342457%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2248273063%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2257044845%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2256545065%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2243396513%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2256730105%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2244494745%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2253138951%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2245037179%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2252233449%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2248720077%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2248905019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2227749969%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2243323667%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257039141%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2254376101%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2253378697%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2228776755%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2234484379%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2234870807%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2250152853%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2252498293%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2255512535%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2255443229%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2248964057%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2252865883%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"46895739\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 1   {\"jobId\":\"48070185\",\"recruiterName\":\"伍女士\",\"job...   \n",
       " 2   {\"jobId\":\"56951709\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 3   {\"jobId\":\"52113805\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 4   {\"jobId\":\"41816783\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 5   {\"jobId\":\"35485203\",\"recruiterName\":\"何女士\",\"job...   \n",
       " 6   {\"jobId\":\"54876129\",\"recruiterName\":\"朴女士\",\"job...   \n",
       " 7   {\"jobId\":\"29784027\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 8   {\"jobId\":\"37383743\",\"recruiterName\":\"李先生\",\"job...   \n",
       " 9   {\"jobId\":\"53237389\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 10  {\"jobId\":\"53446931\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 11  {\"jobId\":\"48275995\",\"recruiterName\":\"禤女士\",\"job...   \n",
       " 12  {\"jobId\":\"42074303\",\"recruiterName\":\"贺女士\",\"job...   \n",
       " 13  {\"jobId\":\"48799441\",\"recruiterName\":\"辛女士\",\"job...   \n",
       " 14  {\"jobId\":\"48342457\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 15  {\"jobId\":\"48273063\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 16  {\"jobId\":\"57044845\",\"recruiterName\":\"杜女士\",\"job...   \n",
       " 17  {\"jobId\":\"56545065\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 18  {\"jobId\":\"43396513\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 19  {\"jobId\":\"56730105\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 20  {\"jobId\":\"44494745\",\"recruiterName\":\"安先生\",\"job...   \n",
       " 21  {\"jobId\":\"53138951\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 22  {\"jobId\":\"45037179\",\"recruiterName\":\"钟女士\",\"job...   \n",
       " 23  {\"jobId\":\"52233449\",\"recruiterName\":\"龙先生\",\"job...   \n",
       " 24  {\"jobId\":\"48720077\",\"recruiterName\":\"施女士\",\"job...   \n",
       " 25  {\"jobId\":\"48905019\",\"recruiterName\":\"梁女士\",\"job...   \n",
       " 26  {\"jobId\":\"27749969\",\"recruiterName\":\"邵先生\",\"job...   \n",
       " 27  {\"jobId\":\"43323667\",\"recruiterName\":\"成女士\",\"job...   \n",
       " 28  {\"jobId\":\"57039141\",\"recruiterName\":\"徐先生\",\"job...   \n",
       " 29  {\"jobId\":\"54376101\",\"recruiterName\":\"张女士\",\"job...   \n",
       " 30  {\"jobId\":\"53378697\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"28776755\",\"recruiterName\":\"罗先生\",\"job...   \n",
       " 32  {\"jobId\":\"34484379\",\"recruiterName\":\"蓝女士\",\"job...   \n",
       " 33  {\"jobId\":\"34870807\",\"recruiterName\":\"廖先生\",\"job...   \n",
       " 34  {\"jobId\":\"50152853\",\"recruiterName\":\"田女士\",\"job...   \n",
       " 35  {\"jobId\":\"52498293\",\"recruiterName\":\"田女士\",\"job...   \n",
       " 36  {\"jobId\":\"55512535\",\"recruiterName\":\"黎女士\",\"job...   \n",
       " 37  {\"jobId\":\"55443229\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 38  {\"jobId\":\"48964057\",\"recruiterName\":\"蔡先生\",\"job...   \n",
       " 39  {\"jobId\":\"52865883\",\"recruiterName\":\"张女士\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0   [策略产品, 母婴行业, 化妆品, 日用品, 日化用品, 电子商务, 产品规划, 用户研究,...  46895739      20-30k   \n",
       " 1                      [医疗产品经理, 医疗器械推广, 市场研究, 市场数据分析]  48070185      10-15k   \n",
       " 2                [汽摩配, 储能电源, 光伏逆变器, 电动工具, DIY工具, 雕刻机]  56951709      18-35k   \n",
       " 3                            [搜索产品, 策略产品, 数据分析, 用户研究]  52113805  30-55k·13薪   \n",
       " 4                    [产品设计, visio, mindmanager, b端产品]  41816783  20-35k·14薪   \n",
       " 5                                 [产品设计, axure, 商业产品]  35485203      15-25k   \n",
       " 6                 [市场调研, 竞品分析, 需求分析, 产品规划, to B, 消费品]  54876129      11-20k   \n",
       " 7                     [IT互联网, 产品设计, 产品规划, 用户研究, 需求挖掘]  29784027      18-25k   \n",
       " 8              [架构设计, axure, visio, xmind, erp, 需求分析]  37383743  11-18k·18薪   \n",
       " 9   [AI人工智能产品, 工具产品, 商业产品, 图书馆, 人工智能, 市场调研, 产品设计, ...  53237389  12-20k·13薪   \n",
       " 10             [供应链产品, to B, IT互联网, 产品设计, 产品规划, 用户研究]  53446931      15-25k   \n",
       " 11                               [Visio, 社保一卡通, 智慧校园]  48275995  15-20k·13薪   \n",
       " 12             [ppt, 架构设计, axure, visio, xmind, 数据分析]  42074303  20-40k·14薪   \n",
       " 13  [数据产品, 医疗行业, 人工智能, 团队管理, Visio, 产品优化, 移动端产品, A...  48799441      25-50k   \n",
       " 14  [市场调研, 产品规划, 需求分析, Axure, Visio, 智能产品, 教育信息化, ...  48342457       6-15k   \n",
       " 15  [数据产品, 平台产品, 智慧城市, 在线教育, 产品设计, 用户研究, 原型设计, 产品规...  48273063      10-20k   \n",
       " 16  [数据产品, 平台产品, 工具产品, 人工智能, 产品设计, 流程设计, Visio, Ax...  57044845      20-40k   \n",
       " 17  [数据产品, to C, 团队管理, 需求分析, 产品设计, 数据分析, 产品规划, web...  56545065      15-25k   \n",
       " 18                               [axure, visio, 需求分析]  43396513   6-11k·13薪   \n",
       " 19                                                 []  56730105  25-45k·16薪   \n",
       " 20  [产品设计, 数据产品, 产品规划, 产品团队管理, 平台产品, 人工智能产品, 大数据产品...  44494745  13-18k·13薪   \n",
       " 21  [内容产品, 硬件产品, IT互联网, 硬件系统集成, 用户研究, 产品设计, 市场调研, ...  53138951      15-25k   \n",
       " 22  [定价/竞价产品, AI人工智能产品, 策略产品, 人工智能, to B, 竞品分析, 产品...  45037179      15-25k   \n",
       " 23  [中台产品, to G, 产品设计, 原型设计, 竞品分析, Axure, Xmind, 需...  52233449  15-25k·13薪   \n",
       " 24  [海外产品, 产品设计, to C, 交互设计, 后台产品, H5端产品, 移动端产品, 用...  48720077      15-25k   \n",
       " 25  [产品规划, 需求分析, 用户研究, 市场调研, 产品设计, 产品优化, 团队管理, 竞品分...  48905019       8-13k   \n",
       " 26                               [visio, xmind, 需求分析]  27749969       8-10k   \n",
       " 27                                             [金融产品]  43323667       5-10k   \n",
       " 28             [内容产品, 社区产品, 教育行业, 在线教育, 需求分析, 中老年人用户]  57039141      15-20k   \n",
       " 29                                                 []  54376101      15-25k   \n",
       " 30                               [to B, SaaS产品, 商业产品]  53378697      15-25k   \n",
       " 31                                             [电商产品]  28776755      10-20k   \n",
       " 32                                             [需求分析]  34484379      20-35k   \n",
       " 33                                       [axure, erp]  34870807      12-23k   \n",
       " 34                     [产品设计, 产品规划, 需求管理, 产品优化, 团队管理]  50152853  15-25k·13薪   \n",
       " 35    [交通/运输/物流, 房地产行业, 智能硬件, 团队管理, 产品规划, 需求管理, 产品设计]  52498293  15-25k·13薪   \n",
       " 36                                     [产品经理, 产品经理培训]  55512535      10-20k   \n",
       " 37  [硬件产品, 画像产品, 策略产品, 硬件系统集成, 教育行业, 智能硬件, 早教/幼教, ...  55443229  25-50k·16薪   \n",
       " 38  [数据产品, 计算机软件, 竞品分析, 产品设计, 产品规划, 用户研究, 需求分析, 数据...  48964057  20-50k·13薪   \n",
       " 39                                                 []  52865883      11-20k   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                job.title job.refreshTime  \\\n",
       " 0   广州-白云区           2       False               产品经理（美妆类目）  20220428210150   \n",
       " 1       广州           2       False                  产品经理/专员  20230421103542   \n",
       " 2   广州-白云区           2       False  产品经理（双休跨境自研） (MJ000030)  20230420150256   \n",
       " 3   广州-天河区           2       False          PTBU-高级产品经理（搜索）  20221222142907   \n",
       " 4   广州-番禺区           2       False        B端产品经理 (MJ004374)  20221114195558   \n",
       " 5       广州           2       False                     产品经理  20210127183945   \n",
       " 6   广州-南沙区           2       False                     产品经理  20221205141247   \n",
       " 7       广州           2       False                   高级产品经理  20200709150730   \n",
       " 8       广州           2       False                工业物联网产品经理  20210825094137   \n",
       " 9   广州-黄埔区           2       False                     产品经理  20230223140625   \n",
       " 10  广州-黄埔区           2       False               产品经理/业务架构师  20221104145429   \n",
       " 11  广州-番禺区           2       False          产品经理（智慧校园社保一卡通）  20220323075159   \n",
       " 12  广州-番禺区           2       False     高级WMS产品经理 (MJ003186)  20221107164044   \n",
       " 13  广州-海珠区           2       False                     产品经理  20220527093727   \n",
       " 14  广州-番禺区           2       False                     产品经理  20220324093314   \n",
       " 15  广州-番禺区           2       False                   资深产品经理  20220323075226   \n",
       " 16      广州           2       False                  可视化产品经理  20230316174133   \n",
       " 17  广州-黄埔区           2       False                   软件产品经理  20230228111856   \n",
       " 18  广州-白云区           2       False                     产品经理  20210918175024   \n",
       " 19      广州           2       False                     产品经理  20230306165746   \n",
       " 20      广州           2       False                   高级产品经理  20211229190341   \n",
       " 21      广州           2       False                     产品经理  20221014152955   \n",
       " 22  广州-黄埔区           2       False           产品经理/总监（智能终端类）  20220526105014   \n",
       " 23  广州-海珠区           2       False                   高级产品经理  20220831085645   \n",
       " 24  广州-天河区           2       False           海外高级产品经理（运营方向）  20220407153554   \n",
       " 25      广州           2       False            产品经理/专员（医药行业）  20220815103948   \n",
       " 26  广州-天河区           2       False                     产品经理  20220621095142   \n",
       " 27  广州-越秀区           2       False                   金融产品经理  20211229165104   \n",
       " 28  广州-天河区           2       False                     产品经理  20230316164013   \n",
       " 29  广州-天河区           2       False              项目经理/高级产品经理  20221124120939   \n",
       " 30  广州-天河区           2       False    赢在选址SAAS产品经理（15K-25K）  20221026102913   \n",
       " 31      广州           2       False       产品经理（可观期权+前景好+空间大）  20200530160543   \n",
       " 32  广州-海珠区           2       False                   高级产品经理  20220414113002   \n",
       " 33  广州-白云区           2       False                  ERP产品经理  20210603085705   \n",
       " 34  广州-天河区           2       False                     产品经理  20220817171103   \n",
       " 35  广州-天河区           2       False                 产品经理（交通）  20220909114945   \n",
       " 36  广州-黄埔区           2       False                     产品经理  20230421090033   \n",
       " 37  广州-黄埔区           2       False                   软件产品经理  20230111231808   \n",
       " 38  广州-黄埔区           2       False                   高级产品经理  20220424190414   \n",
       " 39  广州-海珠区           2       False                     产品经理  20220928100701   \n",
       " \n",
       "     ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0   ...  ec435535131bcf943eae059a38e31609                    2   \n",
       " 1   ...  1fe1047439ae4c62755afdb1bc565971                    2   \n",
       " 2   ...  abd1be9212a9553e46503bbeedd3ac36                    2   \n",
       " 3   ...  0d8a68e31c2757f96042c177f0a1d2b1                    2   \n",
       " 4   ...  a1276acf2b8f5534dae63fecfc649d41                    2   \n",
       " 5   ...  93d4ff6f90d1007e4a7a04e7d95591ea                    2   \n",
       " 6   ...  e386d2ccea9e811a613348042573671f                    2   \n",
       " 7   ...  e4bd699e44ecc86a4036597854bcf58c                    2   \n",
       " 8   ...  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 9   ...  b2343a48ce9521f8b01ab0b6a8525841                    2   \n",
       " 10  ...  67d0abed5ac87a4eef1546f28e7c4a1b                    2   \n",
       " 11  ...  b6674dca03af7bc90e43dceec0a39170                    2   \n",
       " 12  ...  7c51dc9ff303b3c9fa40e259a967f7de                    2   \n",
       " 13  ...  91f3c422ac978824613348042573671f                    2   \n",
       " 14  ...  0f7251187d86f7f99b424d05e277c733                    2   \n",
       " 15  ...  3f3b6eb89f0972a4d738f51d7f06d133                    2   \n",
       " 16  ...  c4b57ae90cdd5c4a4f9742af3b6a500a                    2   \n",
       " 17  ...  8009635dd26a1ebc4ec8d2175e04cdc6                    2   \n",
       " 18  ...  d86b3394b8ab5600b74007bb53955074                    2   \n",
       " 19  ...  d90b28db43848ca237a1b37a5d2979c7                    2   \n",
       " 20  ...  7e3a545d7fd2c3cb9494e054a88f21a2                    2   \n",
       " 21  ...  7f87e08b5613d5102982e990dc084411                    2   \n",
       " 22  ...  8d1c33d9ac6fd08bc94f4d0c9b7b96ae                    2   \n",
       " 23  ...  2df4d8d53035553c902e451fd4b3c85e                    2   \n",
       " 24  ...  8133091c0dafa81b25f5fb4be962b746                    2   \n",
       " 25  ...  d7754d4d4e4aa4da6dadb487287a091a                    2   \n",
       " 26  ...  5d2e060229fcfe969b730e23f2bd8f83                    2   \n",
       " 27  ...  d7c4c3d90a586c03535fdf4c3133a040                    2   \n",
       " 28  ...  24e8c02d0ab73f565d79fdba0a3967fa                    2   \n",
       " 29  ...  aa8b21345c137717befa578784e31c32                    2   \n",
       " 30  ...  57857e1b3b2e758e99f9cacb8148e1ff                    2   \n",
       " 31  ...  9c26cd819085b1a1befa578784e31c32                    2   \n",
       " 32  ...  093b2c25c7bfdc2162cb88e0a323364d                    2   \n",
       " 33  ...  feda0fd69a26fb0ff4067025f1d6ce6f                    2   \n",
       " 34  ...  2f31fc3258199c1fc1bd2b3e9fec8144                    2   \n",
       " 35  ...  2f31fc3258199c1fc1bd2b3e9fec8144                    2   \n",
       " 36  ...  324f9a5112064a07c113e61f65e6c038                    2   \n",
       " 37  ...  65a09f6c54de89059941166e65ebdb6f                    2   \n",
       " 38  ...  6e099c735a2f90996aab30ef0ef28cf3                    2   \n",
       " 39  ...  fb342cb06b66bee52b1d8d3fa16dcfe7                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto                    comp.compLogo  \\\n",
       " 0    5f8f986779c7cc70efbf36c008u.jpg  60335ea200e91f04c68d28ad02u.png   \n",
       " 1    5f8f98648dbe6273dcf8515508u.jpg  61405dc4d887da7092685d9307u.png   \n",
       " 2   6376f3005c34912721fe67d302u.jpeg  5da536c83a199e0c2e42a49705u.jpg   \n",
       " 3    5a3874388e504f2d44bfc55004a.png  5f59a93d9d37de58796f8cb702u.jpg   \n",
       " 4    6177ec2531094f075862dc6703u.png  5c64c511261c45f22d50d39303u.png   \n",
       " 5    5f8f98648dbe6273dcf8515508u.jpg  5dee0274276e4871f41b284201u.jpg   \n",
       " 6    5f8f9863f6d1ab58476f246a08u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 7    5f8f9865ea60860b75384fa508u.jpg  58e6f9ea7032bfe7c3f0e12b05a.png   \n",
       " 8    5f8f986aea60860b75384fab08u.jpg  6030a6c1701c060c94ace27002u.png   \n",
       " 9    5f8f9863f6d1ab58476f246a08u.jpg  623c3d6252d33e718f31d90902u.png   \n",
       " 10   5f8f986779c7cc70efbf36c008u.jpg  617a71682d08d83cf34e9ead08u.png   \n",
       " 11   5f8f9865ea60860b75384fa508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 12   5f8f9863f6d1ab58476f246a08u.jpg  5c64c511261c45f22d50d39303u.png   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg  63ef2890735c102fdc96fb9c01u.png   \n",
       " 14   5f8f9866dfb13a7dee342f1808u.jpg  5b56f8838e508f32d97a5aa404a.jpg   \n",
       " 15   5f8f98648dbe6273dcf8515508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 16   5f8f986779c7cc70efbf36c008u.jpg  5cf46371501544662c8b451c07u.png   \n",
       " 17   5f8f9865ea60860b75384fa508u.jpg  5bfe8eca74719d35745a513403a.png   \n",
       " 18   5f8f98648dbe6273dcf8515508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 19   5f8f986779c7cc70efbf36c008u.jpg  6413d4148177f5537887a8f701u.png   \n",
       " 20   612c71305bff8954a91504bc08u.png  61b07937d0458d53c627567e02u.jpg   \n",
       " 21   5f8f9866dfb13a7dee342f1808u.jpg  6281f18741f3f3026582890605u.png   \n",
       " 22   5f8f9863f6d1ab58476f246a08u.jpg  58d89a7e7032b4d497b19b5c05a.png   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg  6030a6c1701c060c94ace27002u.png   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 25   5bd962c38e50a3257f7c32d304a.jpg  5d1ae9653fa7ce27b2a86f1706u.png   \n",
       " 26   5f8f9868f6d1ab58476f24a008u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 27   5f8f98648dbe6273dcf8515508u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 28   5f8f986c79c7cc70efbf36c808u.jpg  5c2dd4d5570cb1037dc5f1b606u.png   \n",
       " 29   5f8f9866dfb13a7dee342f1808u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 30   5f8f9865ea60860b75384fa508u.jpg  60e3fee0a69f583f3baa94cd08u.png   \n",
       " 31   5f8f986bdfb13a7dee342f2108u.jpg  5e8d6ea95a1a60079d663d3402u.jpg   \n",
       " 32   5a5470068e50099a5ac8142104a.png  5bfe9b4074719df0ac99fbf303a.png   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg  5f2b8ad2556e7a7b127d83da06u.png   \n",
       " 34   6077e81be5939e5a310d335c07u.png  5bfea4ec74719d2aa34cd0ba03a.png   \n",
       " 35   6077e81be5939e5a310d335c07u.png  5bfea4ec74719d2aa34cd0ba03a.png   \n",
       " 36   5f8f98648dbe6273dcf8515508u.jpg  5bfe980674719df0ac99596003a.png   \n",
       " 37   5f8f986779c7cc70efbf36c008u.jpg  5bfe95c674719df0ac98e51303a.png   \n",
       " 38   5f8f98698dbe6273dcf8516008u.jpg  61b07937d0458d53c627567e02u.jpg   \n",
       " 39   5f8f9863f6d1ab58476f246a08u.jpg  61a5bb22f96ca95918aa2e9206u.png   \n",
       " \n",
       "     comp.compId    comp.compName                                 comp.link  \\\n",
       " 0       9283156              梵蜜琳   https://www.liepin.com/company/9283156/   \n",
       " 1      12918631   广州洁特生物过滤股份有限公司  https://www.liepin.com/company/12918631/   \n",
       " 2       9196376              时易中   https://www.liepin.com/company/9196376/   \n",
       " 3       2528485             酷狗音乐   https://www.liepin.com/company/2528485/   \n",
       " 4       8706847            SHEIN   https://www.liepin.com/company/8706847/   \n",
       " 5       2540475             电声股份   https://www.liepin.com/company/2540475/   \n",
       " 6      13103111       广州奥昆食品有限公司  https://www.liepin.com/company/13103111/   \n",
       " 7       8801986     广州艾美网络科技有限公司   https://www.liepin.com/company/8801986/   \n",
       " 8       9095103  联通(广东)产业互联网有限公司   https://www.liepin.com/company/9095103/   \n",
       " 9       9407681     广东拓迪智能科技有限公司   https://www.liepin.com/company/9407681/   \n",
       " 10      9392932             云徙科技   https://www.liepin.com/company/9392932/   \n",
       " 11     13166217      广州雅滋乐科技有限公司  https://www.liepin.com/company/13166217/   \n",
       " 12      8706847            SHEIN   https://www.liepin.com/company/8706847/   \n",
       " 13     12262293     元知医疗科技发展有限公司  https://www.liepin.com/company/12262293/   \n",
       " 14      9361097   佛山全朗教育信息科技有限公司   https://www.liepin.com/company/9361097/   \n",
       " 15     13166217      广州雅滋乐科技有限公司  https://www.liepin.com/company/13166217/   \n",
       " 16      9393699             树根互联   https://www.liepin.com/company/9393699/   \n",
       " 17      8838118       长视科技股份有限公司   https://www.liepin.com/company/8838118/   \n",
       " 18     12940307     广州冠宣信息科技有限公司  https://www.liepin.com/company/12940307/   \n",
       " 19      9740318             中科开创   https://www.liepin.com/company/9740318/   \n",
       " 20     12910547     广州禧闻信息技术有限公司  https://www.liepin.com/company/12910547/   \n",
       " 21     10261171             视研智能  https://www.liepin.com/company/10261171/   \n",
       " 22      8954336    广州市森锐科技股份有限公司   https://www.liepin.com/company/8954336/   \n",
       " 23      9095103  联通(广东)产业互联网有限公司   https://www.liepin.com/company/9095103/   \n",
       " 24     13178741     广州克拉斯达软件有限公司  https://www.liepin.com/company/13178741/   \n",
       " 25      2051572       康芝药业股份有限公司   https://www.liepin.com/company/2051572/   \n",
       " 26      8388201       杭州汇晨科技有限公司   https://www.liepin.com/company/8388201/   \n",
       " 27      9711765       广州微客科技有限公司   https://www.liepin.com/company/9711765/   \n",
       " 28      8975743               千聊   https://www.liepin.com/company/8975743/   \n",
       " 29     12328817       广州翼云科技有限公司  https://www.liepin.com/company/12328817/   \n",
       " 30      9399411  广东赢商网数据服务股份有限公司   https://www.liepin.com/company/9399411/   \n",
       " 31     10225781     广州榕树智能科技有限公司  https://www.liepin.com/company/10225781/   \n",
       " 32      8382849              云智易   https://www.liepin.com/company/8382849/   \n",
       " 33     12334325    广州市纵明信息科技有限公司  https://www.liepin.com/company/12334325/   \n",
       " 34      2115085     佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/   \n",
       " 35      2115085     佳都科技集团股份有限公司   https://www.liepin.com/company/2115085/   \n",
       " 36      8035597             创尔生物   https://www.liepin.com/company/8035597/   \n",
       " 37      7854025             视源股份   https://www.liepin.com/company/7854025/   \n",
       " 38     12518997   广州希科医疗器械科技有限公司  https://www.liepin.com/company/12518997/   \n",
       " 39     13001749     广东森宝文化实业有限公司  https://www.liepin.com/company/13001749/   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \n",
       " 0        500-999人                日化            NaN  \n",
       " 1        10000人以上              医疗机构            NaN  \n",
       " 2        500-999人              电子商务            NaN  \n",
       " 3      1000-2000人               互联网            NaN  \n",
       " 4     5000-10000人               互联网            NaN  \n",
       " 5        10000人以上          广告/公关/会展         沪深A股上市  \n",
       " 6      1000-2000人          食品/饮料/酒水            NaN  \n",
       " 7        100-499人           生活服务O2O             B轮  \n",
       " 8      1000-2000人               互联网            NaN  \n",
       " 9        100-499人             计算机软件          融资未公开  \n",
       " 10     1000-2000人               互联网             D轮  \n",
       " 11          1-49人               互联网            NaN  \n",
       " 12    5000-10000人               互联网            NaN  \n",
       " 13         50-99人              医疗机构            NaN  \n",
       " 14       100-499人              培训服务            NaN  \n",
       " 15          1-49人               互联网            NaN  \n",
       " 16     1000-2000人              人工智能             C轮  \n",
       " 17       500-999人       电子/半导体/集成电路            NaN  \n",
       " 18         50-99人             计算机软件          融资未公开  \n",
       " 19         50-99人       电力/热力/燃气/水务            NaN  \n",
       " 20          1-49人             计算机软件            NaN  \n",
       " 21          1-49人             计算机软件            NaN  \n",
       " 22       100-499人             计算机软件          新三板上市  \n",
       " 23     1000-2000人               互联网            NaN  \n",
       " 24         50-99人             计算机软件            NaN  \n",
       " 25     1000-2000人                制药         沪深A股上市  \n",
       " 26       100-499人             计算机软件          融资未公开  \n",
       " 27         50-99人          基金/证券/期货            NaN  \n",
       " 28       500-999人           在线社交/媒体             B轮  \n",
       " 29          1-49人            专业技术服务          融资未公开  \n",
       " 30       500-999人           云计算/大数据             其他  \n",
       " 31         50-99人              电子商务            天使轮  \n",
       " 32       100-499人               互联网             B轮  \n",
       " 33       100-499人               互联网            NaN  \n",
       " 34     2000-5000人             计算机软件         沪深A股上市  \n",
       " 35     2000-5000人             计算机软件         沪深A股上市  \n",
       " 36       100-499人                制药          新三板上市  \n",
       " 37    5000-10000人             计算机软件         沪深A股上市  \n",
       " 38     2000-5000人              培训服务          融资未公开  \n",
       " 39     1000-2000人               工艺品            NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                           dataParams  \\\n",
       " 0  {\"recruiterName\":\"冯先生\",\"imId\":\"f547a6fb8125c60...   \n",
       " 1  {\"recruiterName\":\"李女士\",\"imId\":\"d67e80b893df773...   \n",
       " 2  {\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...   \n",
       " 3  {\"recruiterName\":\"容女士\",\"imId\":\"306b42532355a96...   \n",
       " 4  {\"recruiterName\":\"李先生\",\"imId\":\"35aff6eeba64586...   \n",
       " 5  {\"recruiterName\":\"梁女士\",\"imId\":\"a534c68b010e8e8...   \n",
       " \n",
       "                                             dataInfo    comp.compName  \\\n",
       " 0  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...  广州市佳启智能科技有限责任公司   \n",
       " 1  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...             丹霄技术   \n",
       " 2  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...  联通(广东)产业互联网有限公司   \n",
       " 3  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...     广州小迈网络科技有限公司   \n",
       " 4  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...    浩鲸云计算科技股份有限公司   \n",
       " 5  %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...            摩星半导体   \n",
       " \n",
       "   comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0          1-49人              智能硬件          融资未公开   \n",
       " 1       100-499人              电子商务            NaN   \n",
       " 2     1000-2000人               互联网            NaN   \n",
       " 3       500-999人             计算机软件             B轮   \n",
       " 4    5000-10000人             计算机软件            NaN   \n",
       " 5         50-99人       电子/半导体/集成电路            NaN   \n",
       " \n",
       "                      comp.compLogo  comp.compId  \\\n",
       " 0  63f45c6686f93e07bbf91a9206u.png     13087493   \n",
       " 1  60af42bdd7e0220766018e7304u.png      9886227   \n",
       " 2  6030a6c1701c060c94ace27002u.png      9095103   \n",
       " 3  61ea13934a8b1628bab2c02e05u.png      8593981   \n",
       " 4  5b7d04f48e5016e5665c193104a.jpg      7939633   \n",
       " 5  60a6768e75155c13c6ceaac202u.png     12739543   \n",
       " \n",
       "                                   comp.link  \\\n",
       " 0  https://www.liepin.com/company/13087493/   \n",
       " 1   https://www.liepin.com/company/9886227/   \n",
       " 2   https://www.liepin.com/company/9095103/   \n",
       " 3   https://www.liepin.com/company/8593981/   \n",
       " 4   https://www.liepin.com/company/7939633/   \n",
       " 5  https://www.liepin.com/company/12739543/   \n",
       " \n",
       "                                           job.labels  ...  \\\n",
       " 0                                                 []  ...   \n",
       " 1  [电商产品, 工具产品, 增长产品, 数据产品, 海外产品, 跨境电商, 电子商务, 产品设...  ...   \n",
       " 2         [数据产品, 产品设计, 产品规划, 原型设计, 需求调研, 用户研究, 市场调研]  ...   \n",
       " 3                                  [广告产品, 中台产品, DSP]  ...   \n",
       " 4  [AI人工智能产品, 人工智能, 产品设计, 竞品分析, 市场调研, 产品规划, 用户研究,...  ...   \n",
       " 5                     [硬件产品, 需求调研, 需求挖掘, 需求分析, 数据分析]  ...   \n",
       " \n",
       "                                       job.dataPromId  job.requireEduLevel  \\\n",
       " 0  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                 统招本科   \n",
       " 1  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                   本科   \n",
       " 2  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                 统招本科   \n",
       " 3  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                 统招本科   \n",
       " 4  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                   本科   \n",
       " 5  d_sfrom=search_prime&d_ckId=null&d_curPage=20&...                 统招本科   \n",
       " \n",
       "   job.requireWorkYears recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                 1-3年                     冯先生                   项目研发经理   \n",
       " 1                 3-5年                     李女士                            \n",
       " 2                 3-5年                     李先生                人力资源经理/主管   \n",
       " 3                 3-5年                     容女士                  人力资源部经理   \n",
       " 4                5-10年                     李先生                            \n",
       " 5                5-10年                     梁女士             人力资源伙伴(HRBP)   \n",
       " \n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0             False  f547a6fb8125c60b947e89eb780464e7                    2   \n",
       " 1             False  d67e80b893df773cc89ef0a44aca9dff                    2   \n",
       " 2             False  ee8ece450dc970726dadb487287a091a                    2   \n",
       " 3             False  306b42532355a96f527a3bdaa9ebdbbf                    2   \n",
       " 4             False  35aff6eeba64586b2980490a0cdf2257                    2   \n",
       " 5             False  a534c68b010e8e8d8b0ca3877d009dea                    2   \n",
       " \n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \n",
       " 0  988526cdf7c79c70c4bbb507a9a1d3ce  5f8f98698dbe6273dcf8516008u.jpg  \n",
       " 1  9e35c557980011c80b0d0dcbb680f747  5f8f9863f6d1ab58476f246a08u.jpg  \n",
       " 2  ec9218078fe56078643873581a669533  5f8f986aea60860b75384fab08u.jpg  \n",
       " 3  a5731b492b5bb40eea331108823ef5d3  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " 4  f5b6918727f318e01af8cc3631ffe9f2  5f8f986bdfb13a7dee342f2108u.jpg  \n",
       " 5  694638d6133f971f9382701eac70145c  5f8f98648dbe6273dcf8515508u.jpg  \n",
       " \n",
       " [6 rows x 31 columns]]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "34db473a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "22611467",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57754271\",\"userId\":\"871518775391643a...</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>871518775391643a04bdffecc9c81011</td>\n",
       "      <td>False</td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>571885ea45ce00977366da9105a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（光伏智慧运维）</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>13307101.0</td>\n",
       "      <td>6340de1e5f464d5d08fe1c8708u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13307101/</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>5d06cc8392806c6f2a078796e1b49e8f</td>\n",
       "      <td>False</td>\n",
       "      <td>a4eec1a320f628e2dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>简先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>False</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（电商）</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"d67e80b893df773...</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>[电商产品, 工具产品, 增长产品, 数据产品, 海外产品, 跨境电商, 电子商务, 产品设...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>9e35c557980011c80b0d0dcbb680f747</td>\n",
       "      <td>False</td>\n",
       "      <td>d67e80b893df773cc89ef0a44aca9dff</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大数据产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...</td>\n",
       "      <td>联通(广东)产业互联网有限公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>9095103.0</td>\n",
       "      <td>6030a6c1701c060c94ace27002u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9095103/</td>\n",
       "      <td>[数据产品, 产品设计, 产品规划, 原型设计, 需求调研, 用户研究, 市场调研]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>ec9218078fe56078643873581a669533</td>\n",
       "      <td>False</td>\n",
       "      <td>ee8ece450dc970726dadb487287a091a</td>\n",
       "      <td>2</td>\n",
       "      <td>李先生</td>\n",
       "      <td>人力资源经理/主管</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广告产品经理 (MJ000512)</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"容女士\",\"imId\":\"306b42532355a96...</td>\n",
       "      <td>广州小迈网络科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>8593981.0</td>\n",
       "      <td>61ea13934a8b1628bab2c02e05u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8593981/</td>\n",
       "      <td>[广告产品, 中台产品, DSP]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>a5731b492b5bb40eea331108823ef5d3</td>\n",
       "      <td>False</td>\n",
       "      <td>306b42532355a96f527a3bdaa9ebdbbf</td>\n",
       "      <td>2</td>\n",
       "      <td>容女士</td>\n",
       "      <td>人力资源部经理</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"imId\":\"35aff6eeba64586...</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>7939633.0</td>\n",
       "      <td>5b7d04f48e5016e5665c193104a.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/7939633/</td>\n",
       "      <td>[AI人工智能产品, 人工智能, 产品设计, 竞品分析, 市场调研, 产品规划, 用户研究,...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>f5b6918727f318e01af8cc3631ffe9f2</td>\n",
       "      <td>False</td>\n",
       "      <td>35aff6eeba64586b2980490a0cdf2257</td>\n",
       "      <td>2</td>\n",
       "      <td>李先生</td>\n",
       "      <td></td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"imId\":\"a534c68b010e8e8...</td>\n",
       "      <td>摩星半导体</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>12739543.0</td>\n",
       "      <td>60a6768e75155c13c6ceaac202u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12739543/</td>\n",
       "      <td>[硬件产品, 需求调研, 需求挖掘, 需求分析, 数据分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>694638d6133f971f9382701eac70145c</td>\n",
       "      <td>False</td>\n",
       "      <td>a534c68b010e8e8d8b0ca3877d009dea</td>\n",
       "      <td>2</td>\n",
       "      <td>梁女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>806 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "产品经理-电信信息化部                  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "产品经理（光伏智慧运维）                 %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "自动驾驶产品经理（PM）                 %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "...                                                                        ...   \n",
       "产品经理（电商）                     %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...   \n",
       "大数据产品经理                      %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...   \n",
       "广告产品经理 (MJ000512)            %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...   \n",
       "AI产品经理                       %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...   \n",
       "产品经理                         %7B%22d_curPage%22%3A%2220%22%2C%22d_pageSize%...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       "产品经理-电信信息化部                  {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...   \n",
       "产品经理（光伏智慧运维）                 {\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       "自动驾驶产品经理（PM）                 {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...   \n",
       "...                                                                        ...   \n",
       "产品经理（电商）                     {\"recruiterName\":\"李女士\",\"imId\":\"d67e80b893df773...   \n",
       "大数据产品经理                      {\"recruiterName\":\"李先生\",\"imId\":\"ee8ece450dc9707...   \n",
       "广告产品经理 (MJ000512)            {\"recruiterName\":\"容女士\",\"imId\":\"306b42532355a96...   \n",
       "AI产品经理                       {\"recruiterName\":\"李先生\",\"imId\":\"35aff6eeba64586...   \n",
       "产品经理                         {\"recruiterName\":\"梁女士\",\"imId\":\"a534c68b010e8e8...   \n",
       "\n",
       "                                comp.compName comp.compIndustry  comp.compId  \\\n",
       "job.title                                                                      \n",
       "产品经理助理                                   京邦集团       电子/半导体/集成电路    9730786.0   \n",
       "产品经理-电信信息化部                             中数通信息          运营商/增值服务    1103040.0   \n",
       "产品经理（光伏智慧运维）                 汇耀品尚能源科技(广州)有限公司       电力/热力/燃气/水务   13307101.0   \n",
       "产品经理（化妆品原料）/Product Manager              仙婷集团            贸易/进出口    8112968.0   \n",
       "自动驾驶产品经理（PM）                       文远知行WeRide              人工智能    9491766.0   \n",
       "...                                       ...               ...          ...   \n",
       "产品经理（电商）                                 丹霄技术              电子商务    9886227.0   \n",
       "大数据产品经理                       联通(广东)产业互联网有限公司               互联网    9095103.0   \n",
       "广告产品经理 (MJ000512)                广州小迈网络科技有限公司             计算机软件    8593981.0   \n",
       "AI产品经理                          浩鲸云计算科技股份有限公司             计算机软件    7939633.0   \n",
       "产品经理                                    摩星半导体       电子/半导体/集成电路   12739543.0   \n",
       "\n",
       "                                               comp.compLogo comp.compScale  \\\n",
       "job.title                                                                     \n",
       "产品经理助理                       6260c4f2d16c9b55d258a16501u.png       100-499人   \n",
       "产品经理-电信信息化部                  5bfea3d874719d2aa34c9d1703a.png     1000-2000人   \n",
       "产品经理（光伏智慧运维）                 6340de1e5f464d5d08fe1c8708u.png       100-499人   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png         50-99人   \n",
       "自动驾驶产品经理（PM）                 60a497de907306298575785f03u.png       100-499人   \n",
       "...                                                      ...            ...   \n",
       "产品经理（电商）                     60af42bdd7e0220766018e7304u.png       100-499人   \n",
       "大数据产品经理                      6030a6c1701c060c94ace27002u.png     1000-2000人   \n",
       "广告产品经理 (MJ000512)            61ea13934a8b1628bab2c02e05u.png       500-999人   \n",
       "AI产品经理                       5b7d04f48e5016e5665c193104a.jpg    5000-10000人   \n",
       "产品经理                         60a6768e75155c13c6ceaac202u.png         50-99人   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "产品经理助理                        https://www.liepin.com/company/9730786/   \n",
       "产品经理-电信信息化部                   https://www.liepin.com/company/1103040/   \n",
       "产品经理（光伏智慧运维）                 https://www.liepin.com/company/13307101/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "...                                                               ...   \n",
       "产品经理（电商）                      https://www.liepin.com/company/9886227/   \n",
       "大数据产品经理                       https://www.liepin.com/company/9095103/   \n",
       "广告产品经理 (MJ000512)             https://www.liepin.com/company/8593981/   \n",
       "AI产品经理                        https://www.liepin.com/company/7939633/   \n",
       "产品经理                         https://www.liepin.com/company/12739543/   \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                                                           [供应链产品, 数据分析]   \n",
       "产品经理-电信信息化部                   [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       "产品经理（光伏智慧运维）                               [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "...                                                                        ...   \n",
       "产品经理（电商）                     [电商产品, 工具产品, 增长产品, 数据产品, 海外产品, 跨境电商, 电子商务, 产品设...   \n",
       "大数据产品经理                             [数据产品, 产品设计, 产品规划, 原型设计, 需求调研, 用户研究, 市场调研]   \n",
       "广告产品经理 (MJ000512)                                            [广告产品, 中台产品, DSP]   \n",
       "AI产品经理                       [AI人工智能产品, 人工智能, 产品设计, 竞品分析, 市场调研, 产品规划, 用户研究,...   \n",
       "产品经理                                            [硬件产品, 需求调研, 需求挖掘, 需求分析, 数据分析]   \n",
       "\n",
       "                             job.topJob  ... job.requireEduLevel  \\\n",
       "job.title                                ...                       \n",
       "产品经理助理                             True  ...                  大专   \n",
       "产品经理-电信信息化部                        True  ...                统招本科   \n",
       "产品经理（光伏智慧运维）                       True  ...                统招本科   \n",
       "产品经理（化妆品原料）/Product Manager       False  ...                  硕士   \n",
       "自动驾驶产品经理（PM）                      False  ...                统招本科   \n",
       "...                                 ...  ...                 ...   \n",
       "产品经理（电商）                          False  ...                  本科   \n",
       "大数据产品经理                           False  ...                统招本科   \n",
       "广告产品经理 (MJ000512)                 False  ...                统招本科   \n",
       "AI产品经理                            False  ...                  本科   \n",
       "产品经理                              False  ...                统招本科   \n",
       "\n",
       "                            job.requireWorkYears  \\\n",
       "job.title                                          \n",
       "产品经理助理                                      1-3年   \n",
       "产品经理-电信信息化部                                 3-5年   \n",
       "产品经理（光伏智慧运维）                               10年以上   \n",
       "产品经理（化妆品原料）/Product Manager                 3-5年   \n",
       "自动驾驶产品经理（PM）                                3-5年   \n",
       "...                                          ...   \n",
       "产品经理（电商）                                    3-5年   \n",
       "大数据产品经理                                     3-5年   \n",
       "广告产品经理 (MJ000512)                           3-5年   \n",
       "AI产品经理                                     5-10年   \n",
       "产品经理                                       5-10年   \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "产品经理助理                       c8d145acb0a3162c59941f318d428c38   \n",
       "产品经理-电信信息化部                  871518775391643a04bdffecc9c81011   \n",
       "产品经理（光伏智慧运维）                 5d06cc8392806c6f2a078796e1b49e8f   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "自动驾驶产品经理（PM）                 7da08eb2dc102f58400ecda04a611db0   \n",
       "...                                                       ...   \n",
       "产品经理（电商）                     9e35c557980011c80b0d0dcbb680f747   \n",
       "大数据产品经理                      ec9218078fe56078643873581a669533   \n",
       "广告产品经理 (MJ000512)            a5731b492b5bb40eea331108823ef5d3   \n",
       "AI产品经理                       f5b6918727f318e01af8cc3631ffe9f2   \n",
       "产品经理                         694638d6133f971f9382701eac70145c   \n",
       "\n",
       "                            recruiter.chatted  \\\n",
       "job.title                                       \n",
       "产品经理助理                                  False   \n",
       "产品经理-电信信息化部                             False   \n",
       "产品经理（光伏智慧运维）                            False   \n",
       "产品经理（化妆品原料）/Product Manager             False   \n",
       "自动驾驶产品经理（PM）                            False   \n",
       "...                                       ...   \n",
       "产品经理（电商）                                False   \n",
       "大数据产品经理                                 False   \n",
       "广告产品经理 (MJ000512)                       False   \n",
       "AI产品经理                                  False   \n",
       "产品经理                                    False   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "产品经理助理                       5fdfb4259befbf07160bef405ccde8ba   \n",
       "产品经理-电信信息化部                  180268114ec479913eaad1f295204b5b   \n",
       "产品经理（光伏智慧运维）                 a4eec1a320f628e2dc2616a5acb8537e   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "自动驾驶产品经理（PM）                 e2b135092ee70a2ae950a599d250d4ad   \n",
       "...                                                       ...   \n",
       "产品经理（电商）                     d67e80b893df773cc89ef0a44aca9dff   \n",
       "大数据产品经理                      ee8ece450dc970726dadb487287a091a   \n",
       "广告产品经理 (MJ000512)            306b42532355a96f527a3bdaa9ebdbbf   \n",
       "AI产品经理                       35aff6eeba64586b2980490a0cdf2257   \n",
       "产品经理                         a534c68b010e8e8d8b0ca3877d009dea   \n",
       "\n",
       "                             recruiter.imUserType recruiter.recruiterName  \\\n",
       "job.title                                                                   \n",
       "产品经理助理                                          2                     杜先生   \n",
       "产品经理-电信信息化部                                     2                     陈女士   \n",
       "产品经理（光伏智慧运维）                                    2                     简先生   \n",
       "产品经理（化妆品原料）/Product Manager                     2                     吴女士   \n",
       "自动驾驶产品经理（PM）                                    2                     侯先生   \n",
       "...                                           ...                     ...   \n",
       "产品经理（电商）                                        2                     李女士   \n",
       "大数据产品经理                                         2                     李先生   \n",
       "广告产品经理 (MJ000512)                               2                     容女士   \n",
       "AI产品经理                                          2                     李先生   \n",
       "产品经理                                            2                     梁女士   \n",
       "\n",
       "                            recruiter.recruiterTitle  \\\n",
       "job.title                                              \n",
       "产品经理助理                                                 \n",
       "产品经理-电信信息化部                                            \n",
       "产品经理（光伏智慧运维）                                  人力资源经理   \n",
       "产品经理（化妆品原料）/Product Manager            HR Specialist   \n",
       "自动驾驶产品经理（PM）                                    HRBP   \n",
       "...                                              ...   \n",
       "产品经理（电商）                                               \n",
       "大数据产品经理                                    人力资源经理/主管   \n",
       "广告产品经理 (MJ000512)                            人力资源部经理   \n",
       "AI产品经理                                                 \n",
       "产品经理                                    人力资源伙伴(HRBP)   \n",
       "\n",
       "                                    recruiter.recruiterPhoto comp.compStage  \n",
       "job.title                                                                    \n",
       "产品经理助理                       5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "产品经理-电信信息化部                  571885ea45ce00977366da9105a.jpg            NaN  \n",
       "产品经理（光伏智慧运维）                 5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       "产品经理（化妆品原料）/Product Manager  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "自动驾驶产品经理（PM）                 5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       "...                                                      ...            ...  \n",
       "产品经理（电商）                     5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "大数据产品经理                      5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "广告产品经理 (MJ000512)            5f8f98648dbe6273dcf8515508u.jpg             B轮  \n",
       "AI产品经理                       5f8f986bdfb13a7dee342f2108u.jpg            NaN  \n",
       "产品经理                         5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "\n",
       "[806 rows x 30 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "884330dc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'comp.compName', 'comp.compIndustry',\n",
       "       'comp.compId', 'comp.compLogo', 'comp.compScale', 'comp.link',\n",
       "       'job.labels', 'job.topJob', 'job.jobId', 'job.refreshTime',\n",
       "       'job.jobKind', 'job.salary', 'job.dq', 'job.advViewFlag',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.dataPromId', 'job.link',\n",
       "       'job.requireEduLevel', 'job.requireWorkYears', 'recruiter.recruiterId',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "080a5269",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff460bd3",
   "metadata": {},
   "source": [
    "### 产品title分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "17d086a1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理（光伏智慧运维）</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>801</th>\n",
       "      <td>产品经理（电商）</td>\n",
       "      <td>[电商产品, 工具产品, 增长产品, 数据产品, 海外产品, 跨境电商, 电子商务, 产品设...</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>802</th>\n",
       "      <td>大数据产品经理</td>\n",
       "      <td>[数据产品, 产品设计, 产品规划, 原型设计, 需求调研, 用户研究, 市场调研]</td>\n",
       "      <td>10-20k·18薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>联通(广东)产业互联网有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>广告产品经理 (MJ000512)</td>\n",
       "      <td>[广告产品, 中台产品, DSP]</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>广州小迈网络科技有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>[AI人工智能产品, 人工智能, 产品设计, 竞品分析, 市场调研, 产品规划, 用户研究,...</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>浩鲸云计算科技股份有限公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[硬件产品, 需求调研, 需求挖掘, 需求分析, 数据分析]</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>摩星半导体</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>806 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         产品经理助理   \n",
       "1                    产品经理-电信信息化部   \n",
       "2                   产品经理（光伏智慧运维）   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4                   自动驾驶产品经理（PM）   \n",
       "..                           ...   \n",
       "801                     产品经理（电商）   \n",
       "802                      大数据产品经理   \n",
       "803            广告产品经理 (MJ000512)   \n",
       "804                       AI产品经理   \n",
       "805                         产品经理   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0                                        [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "1     [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   8-12k·13薪  广州-天河区   \n",
       "2                  [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]  20-25k·13薪  广州-黄埔区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "..                                                 ...         ...     ...   \n",
       "801  [电商产品, 工具产品, 增长产品, 数据产品, 海外产品, 跨境电商, 电子商务, 产品设...      15-25k  广州-天河区   \n",
       "802         [数据产品, 产品设计, 产品规划, 原型设计, 需求调研, 用户研究, 市场调研]  10-20k·18薪  广州-海珠区   \n",
       "803                                  [广告产品, 中台产品, DSP]  20-35k·13薪  广州-天河区   \n",
       "804  [AI人工智能产品, 人工智能, 产品设计, 竞品分析, 市场调研, 产品规划, 用户研究,...      25-30k  广州-番禺区   \n",
       "805                     [硬件产品, 需求调研, 需求挖掘, 需求分析, 数据分析]      30-35k  广州-海珠区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    大专                 1-3年       电子/半导体/集成电路   \n",
       "1                  统招本科                 3-5年          运营商/增值服务   \n",
       "2                  统招本科                10年以上       电力/热力/燃气/水务   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                  统招本科                 3-5年              人工智能   \n",
       "..                  ...                  ...               ...   \n",
       "801                  本科                 3-5年              电子商务   \n",
       "802                统招本科                 3-5年               互联网   \n",
       "803                统招本科                 3-5年             计算机软件   \n",
       "804                  本科                5-10年             计算机软件   \n",
       "805                统招本科                5-10年       电子/半导体/集成电路   \n",
       "\n",
       "        comp.compName comp.compScale  \n",
       "0                京邦集团       100-499人  \n",
       "1               中数通信息     1000-2000人  \n",
       "2    汇耀品尚能源科技(广州)有限公司       100-499人  \n",
       "3                仙婷集团         50-99人  \n",
       "4          文远知行WeRide       100-499人  \n",
       "..                ...            ...  \n",
       "801              丹霄技术       100-499人  \n",
       "802   联通(广东)产业互联网有限公司     1000-2000人  \n",
       "803      广州小迈网络科技有限公司       500-999人  \n",
       "804     浩鲸云计算科技股份有限公司    5000-10000人  \n",
       "805             摩星半导体         50-99人  \n",
       "\n",
       "[806 rows x 9 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "6529f19e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                          204\n",
       "高级产品经理                         37\n",
       "软件产品经理                         19\n",
       "数据产品经理                         13\n",
       "硬件产品经理                         10\n",
       "                             ... \n",
       "B端供应链产品经理（商家系统） (MJ005418)      1\n",
       "产品经理（粤政易）                       1\n",
       "B端产品经理（商家/运营管理系统）               1\n",
       "区域产品经理                          1\n",
       "广告产品经理 (MJ000512)               1\n",
       "Name: job.title, Length: 432, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "fb4a136a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理            204\n",
       "高级产品经理           37\n",
       "软件产品经理           19\n",
       "数据产品经理           13\n",
       "硬件产品经理           10\n",
       "AI产品经理            9\n",
       "医药产品经理            9\n",
       "电商产品经理            7\n",
       "数据中台产品经理          7\n",
       "金融产品经理            6\n",
       "资深产品经理            4\n",
       "产品经理（工控主板）        4\n",
       "海外产品经理            4\n",
       "助理产品经理            4\n",
       "海外软件产品经理          3\n",
       "软件产品经理（实验实训）      3\n",
       "AI应用产品经理          3\n",
       "物联网产品经理           3\n",
       "安全产品经理            3\n",
       "产品经理（广州）          3\n",
       "智能硬件产品经理          3\n",
       "B端产品经理            3\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title = df_产品经理_title[df_产品经理_title>2]\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a0289152",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "511e4a5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '高级产品经理',\n",
       " '软件产品经理',\n",
       " '数据产品经理',\n",
       " '硬件产品经理',\n",
       " 'AI产品经理',\n",
       " '医药产品经理',\n",
       " '电商产品经理',\n",
       " '数据中台产品经理',\n",
       " '金融产品经理',\n",
       " '资深产品经理',\n",
       " '产品经理（工控主板）',\n",
       " '海外产品经理',\n",
       " '助理产品经理',\n",
       " '海外软件产品经理',\n",
       " '软件产品经理（实验实训）',\n",
       " 'AI应用产品经理',\n",
       " '物联网产品经理',\n",
       " '安全产品经理',\n",
       " '产品经理（广州）',\n",
       " '智能硬件产品经理',\n",
       " 'B端产品经理',\n",
       " '企业支付产品经理',\n",
       " '产品经理（大数据）',\n",
       " '心血管产品线总经理',\n",
       " '文创产品经理/主管',\n",
       " 'MES产品经理',\n",
       " '穿戴甲产品经理',\n",
       " '金融科技产品经理岗',\n",
       " '产品经理（报价系统）',\n",
       " '互联网医疗产品经理',\n",
       " '海外社交产品经理',\n",
       " 'CRM产品经理',\n",
       " '电商产品经理(J10169)',\n",
       " '产品经理（智能运维）',\n",
       " '产品经理（商品中心）',\n",
       " '展业系统产品经理',\n",
       " '化妆品产品经理',\n",
       " '产品策划经理',\n",
       " '产品经理（财务方向）',\n",
       " '产品经理/主管',\n",
       " '产品经理/总监',\n",
       " '硬件产品经理（双休+五险一金）',\n",
       " 'IT产品经理',\n",
       " '暖通产品经理',\n",
       " 'OTC产品经理',\n",
       " '产品经理（电商）',\n",
       " '工业物联网产品经理',\n",
       " '医学产品经理',\n",
       " 'eWMS Product Manager',\n",
       " '数码产品经理',\n",
       " '产品经理（数据方向）',\n",
       " '产品经理岗',\n",
       " 'ERP产品经理',\n",
       " '大数据产品经理',\n",
       " 'Product Manager',\n",
       " '硬件产品经理（云屏）',\n",
       " '产品经理（应急行业）',\n",
       " '产品经理（双休+五险一金）',\n",
       " '营收产品经理',\n",
       " '证券金融IT产品经理',\n",
       " '产品经理（物联网）',\n",
       " '产品经理助理',\n",
       " '融资业务副经理/金融产品经理',\n",
       " '中高级产品经理（智能客服线+SaaS行业）',\n",
       " '嵌入式硬件产品经理',\n",
       " '产品经理（平板/笔记本）',\n",
       " '高级产品经理（场景营销方向）',\n",
       " '全国产品经理',\n",
       " '外贸产品经理',\n",
       " '上市厂商产品经理',\n",
       " '市场部产品经理',\n",
       " '快消品产品经理',\n",
       " '产品经理 (MJ000352)',\n",
       " '展业系统产品经理 (MJ001665)',\n",
       " '产品经理（银行线）',\n",
       " '产品总监/高级产品经理（固网）',\n",
       " '产品经理（账务处理中心）-国企正编',\n",
       " '风控产品经理',\n",
       " '零售终端产品经理',\n",
       " '高级产品经理（业务中台） 外企正编',\n",
       " '高级产品经理（商家/采购/卖家系统） (MJ005264)',\n",
       " '软件产品经理（已上市，业内龙头企业）',\n",
       " '高级产品经理（OA） (MJ008114)',\n",
       " '产品经理（直播，私域社群）-国企正编',\n",
       " 'B端产品经理（CRM）',\n",
       " '产品经理（供应链质量检测系统） (MJ004644)',\n",
       " '产品经理(童年时光/20-30W)',\n",
       " '数据安全产品经理',\n",
       " '产品经理（麻醉）',\n",
       " '供应链产品经理 (MJ014974)',\n",
       " '产品经理（宠物行业）',\n",
       " '高级产品经理（应急）',\n",
       " '教育产品经理',\n",
       " '网络金融部产品经理',\n",
       " '高级产品经理（商显整机）',\n",
       " '固网产品总监/高级产品经理',\n",
       " 'PTBU-高级产品经理（个性化推荐）',\n",
       " '产品经理（大家电商务）',\n",
       " '高级数据产品经理（供应链领域） (MJ006154)',\n",
       " '工具规划产品经理',\n",
       " '助理产品经理/产品经理',\n",
       " '音视听产品经理（30-45W/星河）',\n",
       " '中台产品经理',\n",
       " '医疗产品经理',\n",
       " '产品经理（广州+海南）',\n",
       " 'C端产品经理',\n",
       " '产品经理（分子诊断）',\n",
       " '产品经理(J12123)',\n",
       " '产品经理 - eWMS',\n",
       " '医疗器械产品经理',\n",
       " '产品经理（物联平台）',\n",
       " '硬件高级产品经理（会议/音视频 ）',\n",
       " '网络安全产品经理',\n",
       " 'AI产品经理（部门cpkfcx）',\n",
       " '高级WMS产品经理',\n",
       " '产品经理（商品中心）-国企正编',\n",
       " '产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)',\n",
       " '产品经理（交互式多媒体、元宇宙）',\n",
       " '考前培训教育产品经理',\n",
       " '广告系统产品经理 (MJ000362)',\n",
       " '产品经理(美居生活/20-30W)',\n",
       " '产品经理（生活类）',\n",
       " '产品经理-金融方向',\n",
       " '产品经理（基因检测）',\n",
       " '产品经理/主管（口腔产品）',\n",
       " '支付产品经理',\n",
       " '机构产品经理',\n",
       " '高级产品经理(MRP方向) (MJ005781)',\n",
       " '产品经理（社交平台）',\n",
       " ' AI应用产品经理',\n",
       " '制剂产品经理',\n",
       " '产品经理（游戏营收） (MJ004322)',\n",
       " '硬件产品经理（教育PC硬件）',\n",
       " '电商--硬件产品经理',\n",
       " '高级软件产品经理',\n",
       " '产品经理（新能源行业）',\n",
       " 'OTC区域产品经理',\n",
       " 'CAE产品经理',\n",
       " '产品经理（医药行业）',\n",
       " 'c端高级产品经理',\n",
       " 'PS/PM顾问(J12676)',\n",
       " '费控产品经理',\n",
       " '产品经理（CRM）',\n",
       " '产品经理(快消品)',\n",
       " 'PM顾问',\n",
       " 'IOT产品经理',\n",
       " '产品经理/产品高级经理',\n",
       " '产品经理（平板/笔记本电脑）',\n",
       " 'PM II/Sr. PM (all China based)',\n",
       " '数据产品经理(U8848)',\n",
       " '产品经理（短视频工具类）',\n",
       " '互联网产品经理',\n",
       " '工业大数据产品经理',\n",
       " '高级产品/硬件产品经理',\n",
       " '移动高级产品经理',\n",
       " '高级产品经理（GSMP 运营管理系统） (MJ007068)',\n",
       " '产品经理 (MJ000477)',\n",
       " '产品经理（大气监测组分网）',\n",
       " '产品经理（B端）',\n",
       " '高级产品经理（后台营销系统）',\n",
       " '产品副经理 (MJ000711)',\n",
       " '产品经理（会员体系）',\n",
       " 'APP产品经理',\n",
       " '机器人产品经理',\n",
       " '产品经理（交通）',\n",
       " '产品经理（可观期权+前景好+空间大）',\n",
       " '赢在选址SAAS产品经理（15K-25K）',\n",
       " '项目经理/高级产品经理',\n",
       " '产品经理/专员（医药行业）',\n",
       " '海外高级产品经理（运营方向）',\n",
       " '产品经理/总监（智能终端类）',\n",
       " '可视化产品经理',\n",
       " '高级WMS产品经理 (MJ003186)',\n",
       " '产品经理（智慧校园社保一卡通）',\n",
       " '产品经理/业务架构师',\n",
       " 'B端产品经理 (MJ004374)',\n",
       " 'PTBU-高级产品经理（搜索）',\n",
       " '产品经理（双休跨境自研） (MJ000030)',\n",
       " '产品经理/专员',\n",
       " '产品经理（美妆类目）',\n",
       " 'APP产品经理经理',\n",
       " '智能汽车-产品经理（交付）-广州',\n",
       " '新能源产品经理 (MJ000396)',\n",
       " '服装MRP产品经理 (MJ003187)',\n",
       " '高级产品经理（SMDP 供应商主数据平台） (MJ007067)',\n",
       " '用户增长产品经理（web3.0-英语流利）',\n",
       " '产品经理（卫浴行业）',\n",
       " '高级产品经理（无人机载荷与视觉）',\n",
       " '高级产品经理（SaaS方向）',\n",
       " '卡券工具平台产品经理',\n",
       " '平台产品经理',\n",
       " '国企正编-产品经理（多个方向）',\n",
       " '产品经理（生殖遗传方向）',\n",
       " '展业系统主任 / 产品经理（小程序）',\n",
       " '售前产品经理 (MJ000216)',\n",
       " '产品经理（物资采购管理） (MJ007457)',\n",
       " '产品经理（招聘信息化）',\n",
       " '高级产品经理(WMS方向) (MJ005470)',\n",
       " '产品经理（感染方向）',\n",
       " '政务产品经理',\n",
       " '产品经理（pc软件）',\n",
       " '私募产品经理',\n",
       " '五金产品经理组长',\n",
       " '产品经理（凡科商城SaaS）',\n",
       " '宠物（水族、小宠、爬宠、猫狗）产品经理',\n",
       " '软件产品经理（上市公司  教育）',\n",
       " '水稻产品经理',\n",
       " 'NGS产品经理',\n",
       " '产品经理（B端）—热招 (MJ005394)',\n",
       " '产品经理（护肤品产品经理）',\n",
       " '供需调度产品经理（正式员工，双休）',\n",
       " '产品经理/总监（外设产品类）',\n",
       " '高级硬件产品经理',\n",
       " '高级SSP产品经理(广州）',\n",
       " 'BI产品经理',\n",
       " '系统产品经理（供应链）',\n",
       " '5G边缘产品经理',\n",
       " '慢病产品高级经理-14薪',\n",
       " '社区产品经理',\n",
       " '产品经理/ 高级产品经理（光伏新能源）',\n",
       " '数据产品经理（AI方向）',\n",
       " '产品经理（电视类）',\n",
       " 'APP高级产品经理',\n",
       " '数据产品经理(J12511)',\n",
       " 'G端产品经理',\n",
       " '产品经理（双休）',\n",
       " '服务器产品经理（信创）',\n",
       " '产品经理（自然资源）',\n",
       " '芯片产品经理',\n",
       " '云网产品经理（部门）',\n",
       " '软件产品经理（个人办公PC端产品）',\n",
       " '高级产品经理（数据方向）',\n",
       " '高级产品经理（供应商关系管理方向） (MJ007490)',\n",
       " '消费者BU 软件产品经理',\n",
       " '产品经理（信创云）',\n",
       " '产品经理（电力行业市场侧）',\n",
       " '垂直电商产品经理',\n",
       " 'LIMS产品经理',\n",
       " 'B端产品经理（TMS）',\n",
       " '海外社交产品经理（APP）',\n",
       " '高级产品经理（物流/商家系统） (MJ006079)',\n",
       " '社交电商产品经理/港企正编/双休生活工作平衡',\n",
       " '高级项目管理PM（游戏研发）-正编',\n",
       " 'ERP产品经理（跨境电商-双休）',\n",
       " '金融科技产品经理',\n",
       " '产品经理（临床）',\n",
       " '产品经理（医药）',\n",
       " '（储备）产品经理',\n",
       " '中级产品经理',\n",
       " '产品经理（库存中心）-国企正编',\n",
       " '产品经理（固收）',\n",
       " '高级产品经理-面料/物流关务/空运',\n",
       " '充电-产品经理',\n",
       " '电商产品经理（小家电）',\n",
       " '区域产品经理/专员',\n",
       " '高级产品经理-（面料/物流关务/空运）',\n",
       " 'IT产品经理岗（资产托管方向）',\n",
       " '产品经理（客户中心)-国企正编',\n",
       " '产品经理（海外业务）',\n",
       " '软件产品经理（个人办公/企服）',\n",
       " '（储备）产品经理--20-22届本科',\n",
       " '跨境电商产品经理（汽配类）',\n",
       " '产品经理（平板笔电）',\n",
       " '高级产品经理/产品负责人 (MJ000450)',\n",
       " '高级OS产品经理（操作系统产品）',\n",
       " '高级产品经理（硬件产品）',\n",
       " '产品经理（大健康）',\n",
       " '产品经理（金融类产品）',\n",
       " '产品经理（金融产品）',\n",
       " '高级硬件产品经理（高速信号测量设备、雷达配套设备）',\n",
       " '高级产品经理(芯片方向)',\n",
       " '产品经理（工具产品）',\n",
       " '产品经理/产品总监',\n",
       " '家具产品经理',\n",
       " '高级TMS产品经理 (MJ005645)',\n",
       " '市场产品经理(J10088)',\n",
       " '产品经理（数字化）',\n",
       " '产品经理（数码产品）',\n",
       " '高级产品经理（国际车联网）',\n",
       " '软件开发产品经理(智慧停车方向)',\n",
       " '心血管产品总经理',\n",
       " '人脸产品经理',\n",
       " '储备产品经理(J10823)',\n",
       " '高级TMS产品经理 (MJ003188)',\n",
       " '投资交易业务系统产品经理',\n",
       " '照明-产品经理',\n",
       " '跨境电商产品经理(J10187)',\n",
       " '产品经理（业务平台方向）',\n",
       " '产品经理-产品企划（鞋类）(J13091)',\n",
       " '产品经理（工业消洗产品）',\n",
       " '产品经理（企业数字化转型）',\n",
       " 'Assistant Product Manager / Product Manager ',\n",
       " 'Automation Product Manager',\n",
       " '客户经理--齿科正畸产品',\n",
       " '护肤品产品经理',\n",
       " '产品销售经理-广州',\n",
       " 'eWMS产品经理',\n",
       " '自动驾驶（硬件）产品经理',\n",
       " '心血管产品线-总经理',\n",
       " 'AI应用产品经理/港资企业正编/双休WLB',\n",
       " '化妆品原料产品经理',\n",
       " '助理产品经理（化妆品原料）/APM',\n",
       " 'Product Sales Manager MR 产品销售经理 广州',\n",
       " '产品经理Product Manager',\n",
       " '产品经理/Product Manager',\n",
       " '自动驾驶工具产品经理（PM）',\n",
       " '自动驾驶产品经理（PM）',\n",
       " '产品经理（化妆品原料）/Product Manager',\n",
       " '产品经理（光伏智慧运维）',\n",
       " '产品经理-产品企划(J13606)',\n",
       " 'CRM实施顾问&项目经理PM(J12971)',\n",
       " ' Product Manager ',\n",
       " '产品经理/产品负责人(不同层级)',\n",
       " '家居-产品经理',\n",
       " '软件产品经理（海外）',\n",
       " '研究所数字化产品经理',\n",
       " '数字化产品经理岗',\n",
       " '高级产品经理（心血管）',\n",
       " '线上零售产品经理',\n",
       " '医药高级产品经理',\n",
       " '高级产品经理（CRM）',\n",
       " '产品经理（凝血）',\n",
       " '产品经理（组长）',\n",
       " '微生物检测产品经理（制药或食品行业方向）',\n",
       " '解决方案产品经理 (MJ013260)',\n",
       " '产品经理（高级产品经理&资深产品经理）',\n",
       " '助理产品经理—食品类',\n",
       " '初级产品经理',\n",
       " '临床试验项目经理PM',\n",
       " '游戏PM',\n",
       " '活动PM',\n",
       " '数字营销PM',\n",
       " '项目发行PM（二次元） (MJ000855)',\n",
       " '高级数据产品经理',\n",
       " '售后研发产品经理（售后服务系统400，工单，结算，配件，库存）',\n",
       " '高级数据产品经理（腾讯战略投资企业）',\n",
       " '高级产品经理（OA流程产品） (MJ008114)',\n",
       " '广花融资担保公司（筹）产品经理',\n",
       " '品质PM',\n",
       " '产品经理（国际售后服务）',\n",
       " '潮玩盲盒产品经理',\n",
       " '产品经理-肿瘤',\n",
       " '高级产品经理（家庭储能） (MJ000234)',\n",
       " '产品经理（风控前台)-国企正编',\n",
       " '智能机械产品经理（精准农业方向）',\n",
       " '医药中央市场产品经理',\n",
       " '产品经理（数字化） (MJ001940)',\n",
       " '产品经理岗（信息技术）',\n",
       " '高级产品经理（不要SAAS、教育、金融、电商等方向的）',\n",
       " '交易支付产品经理',\n",
       " '高级/资深产品经理（CRM）',\n",
       " '商家产品经理',\n",
       " '英文流利的海外SFA产品经理',\n",
       " '高级产品经理-',\n",
       " '产品经理（医疗器械）',\n",
       " '产品经理（语音房玩法）',\n",
       " '软件产品经理（个人办公）',\n",
       " '高级产品经理（B端效能工具） (MJ005767)',\n",
       " 'B端供应链产品经理',\n",
       " '产品经理（支付）(J11223)',\n",
       " '数据产品经理（中台）',\n",
       " 'AI应用产品经理 (MJ001731)',\n",
       " '软件产品经理（PC云桌面）',\n",
       " '售前产品经理',\n",
       " '产品经理（互联网医疗/医药电商）',\n",
       " '高级OS产品经理',\n",
       " '产品经理/高级产品经理（母婴日化产品）',\n",
       " '产品经理（CRM/营销） (MJ002828)',\n",
       " '智慧环保产品经理',\n",
       " '客户端产品经理（985/211）',\n",
       " '芯片产品经理（广州）',\n",
       " '产品经理（全屋定制）',\n",
       " '民航产品经理',\n",
       " '产品经理（科研耗材/IVD微球）',\n",
       " '产品经理（c端经验）',\n",
       " '照明产品经理',\n",
       " '产品经理-安全方向（广州）(J11694)',\n",
       " '产品经理(J11093)',\n",
       " '产品经理-电信信息化部',\n",
       " 'AI应用产品经理 ',\n",
       " 'AI应用产品经理（推荐、预测类，实操算法、应用场景设计）',\n",
       " '产品经理（预售，员工分销）-国企正编',\n",
       " '产品经理(妇瘤领域）',\n",
       " '产品经理（日结中心）-国企正编',\n",
       " '风控产品经理（P7）',\n",
       " 'b端产品经理',\n",
       " '数据产品经理-经营分析及供应链方向',\n",
       " '产品经理（交通物流）',\n",
       " 'AI产品经理岗',\n",
       " '高级产品经理(D1372)',\n",
       " '高级产品经理（视觉感知系统、智能载荷）',\n",
       " '美资快消外企化妆品产品经理-行业龙头-正编',\n",
       " '（央企下属单位）企业支付产品经理',\n",
       " '产品经理（快消品）',\n",
       " 'ZNXT-产品经理（IoT）',\n",
       " 'B端供应链产品经理（采购系统） (MJ005419)',\n",
       " '产品经理(crm/scrm)',\n",
       " '产品经理-海外',\n",
       " '医疗信息化产品经理',\n",
       " 'B端产品经理（供应商系统/面料系统） (MJ008076)',\n",
       " 'B端供应链产品经理 (MJ003688)',\n",
       " '支付结算产品经理',\n",
       " '数字化产品经理',\n",
       " '安全类产品经理',\n",
       " '商业化产品经理-出海工具产品',\n",
       " '硬件产品经理（照明类产品）',\n",
       " '产品经理（物联感知云平台）',\n",
       " '数据产品经理（要会Python）',\n",
       " '高级产品经理(WMS方向) (MJ004770)',\n",
       " '数据治理产品经理',\n",
       " '产品经理（数码）',\n",
       " '代客代理中心产品经理岗（衍生品交易产品经理）',\n",
       " '产品经理（智能家居）',\n",
       " 'crm高级产品经理',\n",
       " '产品经理（数码，SSD，U盘，移动电源）',\n",
       " 'AI应用产品经理（广州总部）# 90M0115489',\n",
       " '电商物流产品经理',\n",
       " '高级产品经理（食品）',\n",
       " '创新数字化平台中心-数据产品经理',\n",
       " '软件产品经理（实验实训）（A股上市龙头）',\n",
       " '产品经理（医疗器械/设备）',\n",
       " '海外软件产品经理（A股上市龙头企业）',\n",
       " '云桌面终端产品经理',\n",
       " '产品经理（国内车联网）',\n",
       " 'IT平台产品经理主管工程师',\n",
       " '产品经理/产品高级经理 (MJ002986)',\n",
       " 'B端供应链产品经理（商家系统） (MJ005418)',\n",
       " '产品经理（粤政易）',\n",
       " 'B端产品经理（商家/运营管理系统）',\n",
       " '区域产品经理',\n",
       " '广告产品经理 (MJ000512)']"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_title.index.tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "276c22d5",
   "metadata": {},
   "source": [
    "### 岗位类别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac5430f4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c526be6a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "082264f0",
   "metadata": {},
   "source": [
    "### 工资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c53579d5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "464dd504",
   "metadata": {},
   "source": [
    "### 学历分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c27d8aa2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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